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[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 963, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 420, \"mean\": 0.548, \"std\": 1.152, \"min\": -5.7, \"max\": 14.38, \"q1\": 0.02, \"median\": 0.36, \"q3\": 0.74}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 143, \"mean\": 0.601, \"std\": 0.337, \"min\": -6.35, \"max\": 12.32, \"q1\": 0.29, \"median\": 0.46, \"q3\": 0.83}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 169, \"mean\": 0.785, \"std\": 2.301, \"min\": -9.46, \"max\": 10.8, \"q1\": 0.3, \"median\": 0.32, \"q3\": 0.56}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 300, \"mean\": 0.755, \"std\": 1.797, \"min\": -4.68, \"max\": 5.17, \"q1\": 0.07, \"median\": 0.44, \"q3\": 0.93}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 171, \"mean\": 0.627, \"std\": 2.222, \"min\": -7.82, \"max\": 6.47, \"q1\": 0.21, \"median\": 0.32, \"q3\": 0.8}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 177, \"mean\": 0.602, \"std\": 2.243, \"min\": -1.75, \"max\": 17.56, \"q1\": 0.21, \"median\": 0.44, \"q3\": 0.6}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 178, \"mean\": 0.26, \"std\": 1.605, \"min\": -9.7, \"max\": 6.74, \"q1\": 0.04, \"median\": 0.43, \"q3\": 0.88}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 260, \"mean\": 0.501, \"std\": 2.207, \"min\": -6.66, \"max\": 18.56, \"q1\": 0.24, \"median\": 0.44, \"q3\": 0.8}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 522, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 187, \"mean\": 0.12, \"std\": 1.398, \"min\": -7.68, \"max\": 7.1, \"q1\": 0.09, \"median\": 0.38, \"q3\": 0.79}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 149, \"mean\": 0.765, \"std\": 2.355, \"min\": -3.54, \"max\": 6.88, \"q1\": 0.23, \"median\": 0.3, \"q3\": 0.99}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 456, \"mean\": 0.396, \"std\": 2.185, \"min\": -8.33, \"max\": 17.36, \"q1\": 0.19, \"median\": 0.49, \"q3\": 0.92}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 491, \"mean\": 0.159, \"std\": 1.931, \"min\": -7.45, \"max\": 13.2, \"q1\": 0.22, \"median\": 0.44, \"q3\": 0.69}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 325, \"mean\": 0.614, \"std\": 2.401, \"min\": -3.85, \"max\": 10.74, \"q1\": 0.03, \"median\": 0.41, \"q3\": 0.83}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 15, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 938, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 497, \"mean\": 0.383, \"std\": 1.097, \"min\": -1.23, \"max\": 6.19, \"q1\": 0.25, \"median\": 0.39, \"q3\": 0.56}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 191, \"mean\": 0.175, \"std\": 0.708, \"min\": -8.09, \"max\": 17.01, \"q1\": 0.23, \"median\": 0.31, \"q3\": 0.6}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 286, \"mean\": 0.151, \"std\": 2.097, \"min\": -0.78, \"max\": 17.52, \"q1\": 0.29, \"median\": 0.34, \"q3\": 0.58}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 379, \"mean\": 0.383, \"std\": 2.368, \"min\": -7.58, \"max\": 4.5, \"q1\": 0.02, \"median\": 0.45, \"q3\": 0.7}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 410, \"mean\": 0.277, \"std\": 1.039, \"min\": -2.95, \"max\": 6.82, \"q1\": 0.1, \"median\": 0.32, \"q3\": 0.9}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 10, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 300, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 374, \"mean\": 0.179, \"std\": 1.651, \"min\": -7.35, \"max\": 12.15, \"q1\": 0.06, \"median\": 0.41, \"q3\": 0.84}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 271, \"mean\": 0.185, \"std\": 1.403, \"min\": -7.38, \"max\": 7.84, \"q1\": 0.22, \"median\": 0.44, \"q3\": 0.66}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 389, \"mean\": 0.768, \"std\": 0.753, \"min\": -0.44, \"max\": 10.58, \"q1\": 0.09, \"median\": 0.34, \"q3\": 0.92}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 280, \"mean\": 0.157, \"std\": 1.294, \"min\": -3.12, \"max\": 9.89, \"q1\": 0.21, \"median\": 0.43, \"q3\": 0.75}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 472, \"mean\": 0.166, \"std\": 0.926, \"min\": -9.47, \"max\": 19.3, \"q1\": 0.13, \"median\": 0.32, \"q3\": 0.73}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 691, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 272, \"mean\": 0.374, \"std\": 1.401, \"min\": -5.13, \"max\": 8.4, \"q1\": 0.16, \"median\": 0.48, \"q3\": 0.76}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 496, \"mean\": 0.202, \"std\": 2.098, \"min\": -2.08, \"max\": 15.77, \"q1\": 0.26, \"median\": 0.35, \"q3\": 0.79}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 326, \"mean\": 0.503, \"std\": 0.896, \"min\": -8.31, \"max\": 7.17, \"q1\": 0.18, \"median\": 0.32, \"q3\": 0.95}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 279, \"mean\": 0.29, \"std\": 0.603, \"min\": -9.25, \"max\": 13.71, \"q1\": 0.06, \"median\": 0.47, \"q3\": 0.84}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 447, \"mean\": 0.672, \"std\": 0.963, \"min\": -1.25, \"max\": 16.0, \"q1\": 0.27, \"median\": 0.35, \"q3\": 0.55}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 479, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 226, \"mean\": 0.253, \"std\": 1.763, \"min\": -0.48, \"max\": 2.69, \"q1\": 0.19, \"median\": 0.43, \"q3\": 0.66}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 209, \"mean\": 0.729, \"std\": 2.381, \"min\": -8.3, \"max\": 15.04, \"q1\": 0.23, \"median\": 0.46, \"q3\": 0.85}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 91, \"mean\": 0.275, \"std\": 1.067, \"min\": -9.24, \"max\": 4.69, \"q1\": 0.28, \"median\": 0.46, \"q3\": 0.67}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 188, \"mean\": 0.611, \"std\": 1.905, \"min\": -3.71, \"max\": 4.6, \"q1\": 0.05, \"median\": 0.44, \"q3\": 0.66}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 292, \"mean\": 0.146, \"std\": 2.05, \"min\": -1.43, \"max\": 15.6, \"q1\": 0.27, \"median\": 0.43, \"q3\": 0.91}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 733, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 318, \"mean\": 0.45, \"std\": 2.334, \"min\": -0.7, \"max\": 17.0, \"q1\": 0.05, \"median\": 0.42, \"q3\": 0.88}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 281, \"mean\": 0.281, \"std\": 1.116, \"min\": -5.58, \"max\": 0.22, \"q1\": 0.25, \"median\": 0.37, \"q3\": 0.77}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 87, \"mean\": 0.57, \"std\": 0.328, \"min\": -2.33, \"max\": 10.51, \"q1\": 0.29, \"median\": 0.46, \"q3\": 0.89}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 162, \"mean\": 0.685, \"std\": 1.541, \"min\": -0.4, \"max\": 18.51, \"q1\": 0.16, \"median\": 0.34, \"q3\": 0.58}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 110, \"mean\": 0.32, \"std\": 1.277, \"min\": -8.19, \"max\": 2.42, \"q1\": 0.01, \"median\": 0.44, \"q3\": 0.89}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 313, \"mean\": 0.622, \"std\": 0.46, \"min\": -4.81, \"max\": 12.23, \"q1\": 0.12, \"median\": 0.32, \"q3\": 0.91}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 4, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 441, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 356, \"mean\": 0.436, \"std\": 2.021, \"min\": -9.48, \"max\": 3.91, \"q1\": 0.07, \"median\": 0.33, \"q3\": 0.57}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 464, \"mean\": 0.573, \"std\": 2.243, \"min\": -4.25, \"max\": 14.1, \"q1\": 0.16, \"median\": 0.4, \"q3\": 0.56}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 417, \"mean\": 0.271, \"std\": 1.725, \"min\": -3.63, \"max\": 11.4, \"q1\": 0.24, \"median\": 0.32, \"q3\": 0.99}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 282, \"mean\": 0.202, \"std\": 1.32, \"min\": -4.37, \"max\": 12.73, \"q1\": 0.29, \"median\": 0.42, \"q3\": 0.86}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 215, \"mean\": 0.738, \"std\": 2.485, \"min\": -6.41, \"max\": 14.22, \"q1\": 0.28, \"median\": 0.44, \"q3\": 0.52}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 340, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 133, \"mean\": 0.746, \"std\": 1.989, \"min\": -6.79, \"max\": 7.11, \"q1\": 0.2, \"median\": 0.4, \"q3\": 0.76}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 93, \"mean\": 0.742, \"std\": 2.347, \"min\": -4.39, \"max\": 19.13, \"q1\": 0.28, \"median\": 0.32, \"q3\": 0.76}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 150, \"mean\": 0.722, \"std\": 1.514, \"min\": -4.4, \"max\": 3.39, \"q1\": 0.07, \"median\": 0.41, \"q3\": 0.99}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 83, \"mean\": 0.343, \"std\": 2.49, \"min\": -3.56, \"max\": 2.34, \"q1\": 0.17, \"median\": 0.48, \"q3\": 0.84}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 411, \"mean\": 0.577, \"std\": 0.815, \"min\": -1.09, \"max\": 9.79, \"q1\": 0.03, \"median\": 0.31, \"q3\": 0.94}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 154, \"mean\": 0.76, \"std\": 1.97, \"min\": -2.71, \"max\": 15.4, \"q1\": 0.15, \"median\": 0.36, \"q3\": 0.91}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 270, \"mean\": 0.185, \"std\": 1.393, \"min\": -3.49, \"max\": 16.68, \"q1\": 0.14, \"median\": 0.35, \"q3\": 0.56}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 441, \"mean\": 0.285, \"std\": 0.475, \"min\": -6.05, \"max\": 12.08, \"q1\": 0.0, \"median\": 0.39, \"q3\": 0.81}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 418, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 267, \"mean\": 0.295, \"std\": 1.346, \"min\": -1.21, \"max\": 8.93, \"q1\": 0.17, \"median\": 0.38, \"q3\": 0.92}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 165, \"mean\": 0.261, \"std\": 0.322, \"min\": -5.67, \"max\": 16.13, \"q1\": 0.09, \"median\": 0.37, \"q3\": 0.82}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 201, \"mean\": 0.371, \"std\": 2.293, \"min\": -7.9, \"max\": 1.54, \"q1\": 0.13, \"median\": 0.31, \"q3\": 0.96}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 330, \"mean\": 0.329, \"std\": 1.29, \"min\": -0.55, \"max\": 12.08, \"q1\": 0.06, \"median\": 0.31, \"q3\": 0.66}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 460, \"mean\": 0.231, \"std\": 1.768, \"min\": -5.24, \"max\": 12.94, \"q1\": 0.13, \"median\": 0.46, \"q3\": 0.71}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 203, \"mean\": 0.331, \"std\": 1.179, \"min\": -1.83, \"max\": 17.24, \"q1\": 0.23, \"median\": 0.47, \"q3\": 0.77}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 480, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 179, \"mean\": 0.571, \"std\": 1.38, \"min\": -6.01, \"max\": 2.82, \"q1\": 0.03, \"median\": 0.4, \"q3\": 0.8}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 464, \"mean\": 0.316, \"std\": 0.764, \"min\": -5.42, \"max\": 0.64, \"q1\": 0.25, \"median\": 0.34, \"q3\": 0.65}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 486, \"mean\": 0.274, \"std\": 0.93, \"min\": -9.38, \"max\": 8.15, \"q1\": 0.28, \"median\": 0.38, \"q3\": 0.58}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 128, \"mean\": 0.571, \"std\": 0.814, \"min\": -1.92, \"max\": 0.8, \"q1\": 0.22, \"median\": 0.34, \"q3\": 0.88}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 302, \"mean\": 0.604, \"std\": 1.252, \"min\": -6.64, \"max\": 9.37, \"q1\": 0.01, \"median\": 0.36, \"q3\": 0.59}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 493, \"mean\": 0.255, \"std\": 0.468, \"min\": -8.63, \"max\": 2.77, \"q1\": 0.19, \"median\": 0.33, \"q3\": 0.76}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 273, \"mean\": 0.152, \"std\": 0.67, \"min\": -7.82, \"max\": 12.76, \"q1\": 0.08, \"median\": 0.48, \"q3\": 0.57}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 148, \"mean\": 0.563, \"std\": 1.768, \"min\": -6.25, \"max\": 17.8, \"q1\": 0.12, \"median\": 0.33, \"q3\": 0.99}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 483, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 163, \"mean\": 0.141, \"std\": 0.924, \"min\": -1.87, \"max\": 10.61, \"q1\": 0.01, \"median\": 0.41, \"q3\": 0.52}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 420, \"mean\": 0.424, \"std\": 0.889, \"min\": -6.53, \"max\": 6.48, \"q1\": 0.2, \"median\": 0.36, \"q3\": 0.81}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 321, \"mean\": 0.265, \"std\": 1.095, \"min\": -7.41, \"max\": 19.44, \"q1\": 0.06, \"median\": 0.34, \"q3\": 0.66}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 354, \"mean\": 0.127, \"std\": 1.974, \"min\": -2.38, \"max\": 14.61, \"q1\": 0.15, \"median\": 0.4, \"q3\": 0.98}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 361, \"mean\": 0.694, \"std\": 0.927, \"min\": -6.73, \"max\": 10.38, \"q1\": 0.06, \"median\": 0.42, \"q3\": 0.85}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 318, \"mean\": 0.794, \"std\": 0.577, \"min\": -5.99, \"max\": 7.44, \"q1\": 0.05, \"median\": 0.35, \"q3\": 0.72}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 522, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 256, \"mean\": 0.571, \"std\": 1.542, \"min\": -4.11, \"max\": 12.55, \"q1\": 0.07, \"median\": 0.41, \"q3\": 0.69}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 120, \"mean\": 0.665, \"std\": 1.1, \"min\": -4.8, \"max\": 10.94, \"q1\": 0.03, \"median\": 0.31, \"q3\": 0.9}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 339, \"mean\": 0.306, \"std\": 2.497, \"min\": -0.57, \"max\": 17.19, \"q1\": 0.29, \"median\": 0.49, \"q3\": 0.72}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 348, \"mean\": 0.365, \"std\": 1.063, \"min\": -8.22, \"max\": 4.54, \"q1\": 0.27, \"median\": 0.5, \"q3\": 0.76}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 258, \"mean\": 0.452, \"std\": 1.953, \"min\": -9.82, \"max\": 2.04, \"q1\": 0.21, \"median\": 0.36, \"q3\": 0.68}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 447, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 351, \"mean\": 0.171, \"std\": 2.103, \"min\": -3.36, \"max\": 12.86, \"q1\": 0.01, \"median\": 0.39, \"q3\": 0.85}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 132, \"mean\": 0.303, \"std\": 0.34, \"min\": -0.43, \"max\": 11.68, \"q1\": 0.24, \"median\": 0.32, \"q3\": 0.71}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 472, \"mean\": 0.511, \"std\": 2.048, \"min\": -0.66, \"max\": 10.06, \"q1\": 0.18, \"median\": 0.49, \"q3\": 0.81}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 435, \"mean\": 0.618, \"std\": 2.203, \"min\": -7.97, \"max\": 8.67, \"q1\": 0.06, \"median\": 0.31, \"q3\": 0.97}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 355, \"mean\": 0.541, \"std\": 0.651, \"min\": -6.34, \"max\": 12.87, \"q1\": 0.29, \"median\": 0.39, \"q3\": 0.92}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 336, \"mean\": 0.267, \"std\": 2.255, \"min\": -7.83, \"max\": 17.0, \"q1\": 0.17, \"median\": 0.4, \"q3\": 0.68}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 823, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 80, \"mean\": 0.113, \"std\": 1.861, \"min\": -0.38, \"max\": 5.29, \"q1\": 0.04, \"median\": 0.5, \"q3\": 0.55}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 103, \"mean\": 0.174, \"std\": 2.105, \"min\": -3.69, \"max\": 14.83, \"q1\": 0.24, \"median\": 0.39, \"q3\": 0.98}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 130, \"mean\": 0.778, \"std\": 2.023, \"min\": -3.15, \"max\": 4.06, \"q1\": 0.22, \"median\": 0.39, \"q3\": 0.97}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 165, \"mean\": 0.429, \"std\": 0.486, \"min\": -0.13, \"max\": 8.37, \"q1\": 0.08, \"median\": 0.5, \"q3\": 0.8}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 83, \"mean\": 0.737, \"std\": 1.937, \"min\": -8.7, \"max\": 1.51, \"q1\": 0.11, \"median\": 0.39, \"q3\": 0.98}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 186, \"mean\": 0.744, \"std\": 0.599, \"min\": -4.23, \"max\": 12.32, \"q1\": 0.08, \"median\": 0.37, \"q3\": 0.74}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 325, \"mean\": 0.631, \"std\": 2.117, \"min\": -9.76, \"max\": 7.35, \"q1\": 0.16, \"median\": 0.32, \"q3\": 0.62}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 147, \"mean\": 0.265, \"std\": 0.32, \"min\": -0.77, \"max\": 1.93, \"q1\": 0.07, \"median\": 0.4, \"q3\": 0.64}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 339, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 317, \"mean\": 0.244, \"std\": 0.373, \"min\": -9.6, \"max\": 15.57, \"q1\": 0.1, \"median\": 0.46, \"q3\": 0.5}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 157, \"mean\": 0.425, \"std\": 0.474, \"min\": -2.14, \"max\": 0.11, \"q1\": 0.29, \"median\": 0.38, \"q3\": 0.94}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 475, \"mean\": 0.115, \"std\": 2.355, \"min\": -5.9, \"max\": 16.42, \"q1\": 0.16, \"median\": 0.46, \"q3\": 0.99}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 129, \"mean\": 0.74, \"std\": 1.324, \"min\": -9.42, \"max\": 3.95, \"q1\": 0.23, \"median\": 0.46, \"q3\": 0.59}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 344, \"mean\": 0.307, \"std\": 0.723, \"min\": -9.28, \"max\": 0.8, \"q1\": 0.22, \"median\": 0.39, \"q3\": 0.95}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 242, \"mean\": 0.517, \"std\": 0.493, \"min\": -7.58, \"max\": 11.4, \"q1\": 0.02, \"median\": 0.31, \"q3\": 0.61}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 565, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 398, \"mean\": 0.73, \"std\": 1.764, \"min\": -7.53, \"max\": 7.39, \"q1\": 0.05, \"median\": 0.4, \"q3\": 0.77}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 447, \"mean\": 0.316, \"std\": 0.564, \"min\": -6.17, \"max\": 17.57, \"q1\": 0.25, \"median\": 0.48, \"q3\": 0.66}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 454, \"mean\": 0.368, \"std\": 0.575, \"min\": -1.19, \"max\": 1.13, \"q1\": 0.09, \"median\": 0.39, \"q3\": 0.63}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 94, \"mean\": 0.318, \"std\": 0.679, \"min\": -2.65, \"max\": 10.33, \"q1\": 0.25, \"median\": 0.42, \"q3\": 0.72}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 423, \"mean\": 0.36, \"std\": 2.354, \"min\": -0.98, \"max\": 13.81, \"q1\": 0.16, \"median\": 0.37, \"q3\": 0.65}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 216, \"mean\": 0.555, \"std\": 0.685, \"min\": -5.03, \"max\": 9.81, \"q1\": 0.11, \"median\": 0.35, \"q3\": 0.93}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 804, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 353, \"mean\": 0.144, \"std\": 1.083, \"min\": -3.25, \"max\": 3.39, \"q1\": 0.18, \"median\": 0.38, \"q3\": 0.82}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 388, \"mean\": 0.53, \"std\": 0.307, \"min\": -2.7, \"max\": 9.61, \"q1\": 0.07, \"median\": 0.41, \"q3\": 0.79}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 94, \"mean\": 0.184, \"std\": 1.252, \"min\": -8.35, \"max\": 1.14, \"q1\": 0.01, \"median\": 0.34, \"q3\": 0.7}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 350, \"mean\": 0.605, \"std\": 2.196, \"min\": -0.48, \"max\": 5.07, \"q1\": 0.02, \"median\": 0.48, \"q3\": 0.8}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 279, \"mean\": 0.575, \"std\": 0.638, \"min\": -3.82, \"max\": 18.65, \"q1\": 0.01, \"median\": 0.46, \"q3\": 0.71}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 624, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 388, \"mean\": 0.725, \"std\": 2.438, \"min\": -4.97, \"max\": 6.65, \"q1\": 0.09, \"median\": 0.44, \"q3\": 0.71}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 177, \"mean\": 0.699, \"std\": 2.317, \"min\": -1.57, \"max\": 0.77, \"q1\": 0.17, \"median\": 0.43, \"q3\": 0.72}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 417, \"mean\": 0.667, \"std\": 2.193, \"min\": -5.89, \"max\": 15.96, \"q1\": 0.15, \"median\": 0.32, \"q3\": 0.83}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 279, \"mean\": 0.173, \"std\": 0.521, \"min\": -3.93, \"max\": 11.0, \"q1\": 0.18, \"median\": 0.33, \"q3\": 0.56}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 428, \"mean\": 0.546, \"std\": 1.614, \"min\": -7.65, \"max\": 6.67, \"q1\": 0.3, \"median\": 0.47, \"q3\": 0.97}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 17, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 675, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 243, \"mean\": 0.222, \"std\": 1.635, \"min\": -5.73, \"max\": 7.77, \"q1\": 0.04, \"median\": 0.46, \"q3\": 0.8}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 192, \"mean\": 0.209, \"std\": 1.982, \"min\": -7.9, \"max\": 10.56, \"q1\": 0.04, \"median\": 0.31, \"q3\": 0.7}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 96, \"mean\": 0.15, \"std\": 1.778, \"min\": -5.27, \"max\": 14.27, \"q1\": 0.16, \"median\": 0.46, \"q3\": 0.83}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 319, \"mean\": 0.446, \"std\": 0.563, \"min\": -1.61, \"max\": 1.62, \"q1\": 0.25, \"median\": 0.42, \"q3\": 0.54}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 494, \"mean\": 0.494, \"std\": 2.118, \"min\": -2.31, \"max\": 0.45, \"q1\": 0.13, \"median\": 0.49, \"q3\": 0.6}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 202, \"mean\": 0.328, \"std\": 0.68, \"min\": -4.72, \"max\": 8.61, \"q1\": 0.19, \"median\": 0.36, \"q3\": 0.93}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 101, \"mean\": 0.45, \"std\": 1.07, \"min\": -8.35, \"max\": 14.0, \"q1\": 0.25, \"median\": 0.4, \"q3\": 0.59}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 252, \"mean\": 0.449, \"std\": 1.059, \"min\": -8.8, \"max\": 6.38, \"q1\": 0.06, \"median\": 0.33, \"q3\": 0.52}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 10, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 661, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 408, \"mean\": 0.327, \"std\": 1.676, \"min\": -2.46, \"max\": 1.64, \"q1\": 0.16, \"median\": 0.32, \"q3\": 0.86}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 285, \"mean\": 0.504, \"std\": 0.891, \"min\": -8.38, \"max\": 15.58, \"q1\": 0.05, \"median\": 0.45, \"q3\": 0.75}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 428, \"mean\": 0.378, \"std\": 0.516, \"min\": -7.78, \"max\": 7.83, \"q1\": 0.17, \"median\": 0.31, \"q3\": 0.9}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 377, \"mean\": 0.69, \"std\": 1.811, \"min\": -2.84, \"max\": 8.76, \"q1\": 0.05, \"median\": 0.42, \"q3\": 0.58}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 427, \"mean\": 0.679, \"std\": 2.269, \"min\": -3.23, \"max\": 18.15, \"q1\": 0.07, \"median\": 0.45, \"q3\": 0.72}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 460, \"mean\": 0.642, \"std\": 0.461, \"min\": -2.62, \"max\": 10.89, \"q1\": 0.04, \"median\": 0.35, \"q3\": 0.59}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 17, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 486, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 158, \"mean\": 0.176, \"std\": 1.046, \"min\": -3.76, \"max\": 14.19, \"q1\": 0.17, \"median\": 0.37, \"q3\": 0.62}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 127, \"mean\": 0.588, \"std\": 1.522, \"min\": -0.02, \"max\": 19.96, \"q1\": 0.01, \"median\": 0.31, \"q3\": 0.99}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 392, \"mean\": 0.429, \"std\": 1.106, \"min\": -3.16, \"max\": 16.97, \"q1\": 0.04, \"median\": 0.36, \"q3\": 0.87}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 292, \"mean\": 0.194, \"std\": 2.103, \"min\": -6.08, \"max\": 15.21, \"q1\": 0.17, \"median\": 0.34, \"q3\": 0.69}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 425, \"mean\": 0.133, \"std\": 1.898, \"min\": -3.5, \"max\": 4.03, \"q1\": 0.09, \"median\": 0.39, \"q3\": 0.59}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 15, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 4, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 938, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 494, \"mean\": 0.421, \"std\": 2.208, \"min\": -2.15, \"max\": 10.8, \"q1\": 0.12, \"median\": 0.36, \"q3\": 0.95}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 238, \"mean\": 0.768, \"std\": 1.001, \"min\": -2.76, \"max\": 16.43, \"q1\": 0.27, \"median\": 0.36, \"q3\": 0.76}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 176, \"mean\": 0.128, \"std\": 0.389, \"min\": -7.76, \"max\": 3.79, \"q1\": 0.23, \"median\": 0.32, \"q3\": 0.68}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 219, \"mean\": 0.172, \"std\": 1.739, \"min\": -6.49, \"max\": 11.67, \"q1\": 0.17, \"median\": 0.43, \"q3\": 0.84}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 195, \"mean\": 0.153, \"std\": 1.545, \"min\": -8.14, \"max\": 11.21, \"q1\": 0.21, \"median\": 0.3, \"q3\": 0.84}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 15, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 315, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 480, \"mean\": 0.619, \"std\": 0.817, \"min\": -7.85, \"max\": 10.26, \"q1\": 0.07, \"median\": 0.32, \"q3\": 0.61}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 155, \"mean\": 0.521, \"std\": 1.432, \"min\": -3.92, \"max\": 14.41, \"q1\": 0.28, \"median\": 0.4, \"q3\": 0.68}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 197, \"mean\": 0.261, \"std\": 0.397, \"min\": -6.17, \"max\": 10.68, \"q1\": 0.3, \"median\": 0.43, \"q3\": 0.61}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 188, \"mean\": 0.776, \"std\": 0.607, \"min\": -3.56, \"max\": 16.55, \"q1\": 0.1, \"median\": 0.31, \"q3\": 0.94}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 353, \"mean\": 0.248, \"std\": 0.838, \"min\": -8.62, \"max\": 17.11, \"q1\": 0.2, \"median\": 0.48, \"q3\": 0.91}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 290, \"mean\": 0.367, \"std\": 0.999, \"min\": -6.22, \"max\": 13.24, \"q1\": 0.12, \"median\": 0.3, \"q3\": 0.84}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 546, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 406, \"mean\": 0.165, \"std\": 0.994, \"min\": -5.7, \"max\": 0.68, \"q1\": 0.13, \"median\": 0.47, \"q3\": 0.55}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 378, \"mean\": 0.165, \"std\": 0.385, \"min\": -8.21, \"max\": 18.75, \"q1\": 0.2, \"median\": 0.37, \"q3\": 0.59}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 121, \"mean\": 0.719, \"std\": 2.409, \"min\": -2.14, \"max\": 10.65, \"q1\": 0.23, \"median\": 0.47, \"q3\": 0.88}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 447, \"mean\": 0.626, \"std\": 0.522, \"min\": -0.56, \"max\": 11.04, \"q1\": 0.22, \"median\": 0.35, \"q3\": 0.95}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 161, \"mean\": 0.445, \"std\": 1.772, \"min\": -6.16, \"max\": 8.37, \"q1\": 0.26, \"median\": 0.38, \"q3\": 0.75}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 300, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 331, \"mean\": 0.77, \"std\": 1.493, \"min\": -6.21, \"max\": 8.61, \"q1\": 0.12, \"median\": 0.49, \"q3\": 0.67}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 379, \"mean\": 0.371, \"std\": 2.408, \"min\": -6.31, \"max\": 8.09, \"q1\": 0.27, \"median\": 0.4, \"q3\": 0.52}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 135, \"mean\": 0.18, \"std\": 0.672, \"min\": -4.25, \"max\": 12.21, \"q1\": 0.29, \"median\": 0.36, \"q3\": 0.76}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 219, \"mean\": 0.682, \"std\": 0.381, \"min\": -8.82, \"max\": 15.41, \"q1\": 0.01, \"median\": 0.4, \"q3\": 0.95}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 107, \"mean\": 0.55, \"std\": 2.291, \"min\": -0.09, \"max\": 9.19, \"q1\": 0.25, \"median\": 0.33, \"q3\": 0.66}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 4, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 695, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 496, \"mean\": 0.186, \"std\": 1.724, \"min\": -5.42, \"max\": 1.71, \"q1\": 0.12, \"median\": 0.38, \"q3\": 0.53}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 161, \"mean\": 0.712, \"std\": 0.53, \"min\": -5.87, \"max\": 6.35, \"q1\": 0.27, \"median\": 0.31, \"q3\": 0.62}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 113, \"mean\": 0.607, \"std\": 0.69, \"min\": -9.9, \"max\": 7.03, \"q1\": 0.18, \"median\": 0.43, \"q3\": 0.98}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 89, \"mean\": 0.673, \"std\": 1.716, \"min\": -1.56, \"max\": 11.78, \"q1\": 0.12, \"median\": 0.37, \"q3\": 0.53}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 353, \"mean\": 0.675, \"std\": 2.137, \"min\": -8.41, \"max\": 6.41, \"q1\": 0.24, \"median\": 0.33, \"q3\": 0.89}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 611, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 275, \"mean\": 0.732, \"std\": 0.374, \"min\": -0.58, \"max\": 17.94, \"q1\": 0.28, \"median\": 0.42, \"q3\": 0.61}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 499, \"mean\": 0.401, \"std\": 0.804, \"min\": -1.07, \"max\": 11.33, \"q1\": 0.11, \"median\": 0.46, \"q3\": 0.98}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 366, \"mean\": 0.471, \"std\": 0.601, \"min\": -0.37, \"max\": 9.12, \"q1\": 0.1, \"median\": 0.39, \"q3\": 0.58}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 259, \"mean\": 0.718, \"std\": 0.578, \"min\": -8.24, \"max\": 13.74, \"q1\": 0.01, \"median\": 0.47, \"q3\": 0.78}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 175, \"mean\": 0.12, \"std\": 0.709, \"min\": -1.7, \"max\": 17.0, \"q1\": 0.17, \"median\": 0.39, \"q3\": 0.97}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 261, \"mean\": 0.783, \"std\": 1.19, \"min\": -3.14, \"max\": 7.83, \"q1\": 0.15, \"median\": 0.4, \"q3\": 0.5}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 549, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 318, \"mean\": 0.313, \"std\": 1.097, \"min\": -2.18, \"max\": 2.02, \"q1\": 0.2, \"median\": 0.45, \"q3\": 0.56}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 147, \"mean\": 0.607, \"std\": 2.125, \"min\": -5.45, \"max\": 6.72, \"q1\": 0.19, \"median\": 0.4, \"q3\": 0.78}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 147, \"mean\": 0.653, \"std\": 1.607, \"min\": -7.18, \"max\": 15.91, \"q1\": 0.06, \"median\": 0.47, \"q3\": 0.84}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 172, \"mean\": 0.133, \"std\": 0.411, \"min\": -6.88, \"max\": 13.79, \"q1\": 0.28, \"median\": 0.41, \"q3\": 0.61}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 419, \"mean\": 0.471, \"std\": 0.379, \"min\": -9.98, \"max\": 19.24, \"q1\": 0.25, \"median\": 0.32, \"q3\": 0.89}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 298, \"mean\": 0.144, \"std\": 0.521, \"min\": -0.11, \"max\": 1.85, \"q1\": 0.04, \"median\": 0.5, \"q3\": 0.63}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 10, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 592, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 88, \"mean\": 0.481, \"std\": 1.59, \"min\": -3.03, \"max\": 5.94, \"q1\": 0.14, \"median\": 0.46, \"q3\": 0.77}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 180, \"mean\": 0.326, \"std\": 0.761, \"min\": -2.96, \"max\": 15.35, \"q1\": 0.07, \"median\": 0.36, \"q3\": 0.81}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 368, \"mean\": 0.522, \"std\": 1.385, \"min\": -8.69, \"max\": 1.91, \"q1\": 0.19, \"median\": 0.47, \"q3\": 0.56}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 422, \"mean\": 0.709, \"std\": 1.53, \"min\": -7.35, \"max\": 2.58, \"q1\": 0.06, \"median\": 0.35, \"q3\": 0.57}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 223, \"mean\": 0.518, \"std\": 2.386, \"min\": -3.57, \"max\": 4.58, \"q1\": 0.05, \"median\": 0.48, \"q3\": 0.58}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 10, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 590, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 198, \"mean\": 0.616, \"std\": 1.663, \"min\": -5.29, \"max\": 16.31, \"q1\": 0.2, \"median\": 0.49, \"q3\": 0.59}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 461, \"mean\": 0.627, \"std\": 2.044, \"min\": -4.62, \"max\": 4.32, \"q1\": 0.11, \"median\": 0.46, \"q3\": 0.75}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 232, \"mean\": 0.66, \"std\": 2.139, \"min\": -8.15, \"max\": 2.39, \"q1\": 0.28, \"median\": 0.31, \"q3\": 0.59}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 320, \"mean\": 0.348, \"std\": 2.245, \"min\": -7.99, \"max\": 16.42, \"q1\": 0.12, \"median\": 0.48, \"q3\": 0.91}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 102, \"mean\": 0.637, \"std\": 0.451, \"min\": -5.52, \"max\": 17.79, \"q1\": 0.09, \"median\": 0.5, \"q3\": 0.78}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 363, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 246, \"mean\": 0.721, \"std\": 1.786, \"min\": -8.61, \"max\": 3.17, \"q1\": 0.19, \"median\": 0.32, \"q3\": 0.6}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 329, \"mean\": 0.354, \"std\": 0.507, \"min\": -8.21, \"max\": 17.9, \"q1\": 0.14, \"median\": 0.36, \"q3\": 0.76}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 372, \"mean\": 0.161, \"std\": 2.182, \"min\": -6.01, \"max\": 19.31, \"q1\": 0.26, \"median\": 0.38, \"q3\": 0.74}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 91, \"mean\": 0.8, \"std\": 1.521, \"min\": -1.07, \"max\": 18.05, \"q1\": 0.27, \"median\": 0.42, \"q3\": 0.64}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 156, \"mean\": 0.564, \"std\": 1.06, \"min\": -0.88, \"max\": 17.69, \"q1\": 0.02, \"median\": 0.37, \"q3\": 0.66}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 17, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 744, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 109, \"mean\": 0.686, \"std\": 1.024, \"min\": -5.52, \"max\": 14.94, \"q1\": 0.29, \"median\": 0.31, \"q3\": 0.82}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 187, \"mean\": 0.249, \"std\": 2.203, \"min\": -6.33, \"max\": 10.08, \"q1\": 0.04, \"median\": 0.43, \"q3\": 0.91}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 246, \"mean\": 0.37, \"std\": 0.956, \"min\": -3.12, \"max\": 16.58, \"q1\": 0.13, \"median\": 0.43, \"q3\": 0.91}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 147, \"mean\": 0.16, \"std\": 0.345, \"min\": -7.03, \"max\": 6.97, \"q1\": 0.22, \"median\": 0.3, \"q3\": 0.95}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 172, \"mean\": 0.186, \"std\": 2.153, \"min\": -9.82, \"max\": 1.15, \"q1\": 0.27, \"median\": 0.32, \"q3\": 0.53}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 728, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 385, \"mean\": 0.274, \"std\": 0.603, \"min\": -7.96, \"max\": 10.87, \"q1\": 0.23, \"median\": 0.45, \"q3\": 0.57}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 357, \"mean\": 0.514, \"std\": 2.249, \"min\": -0.19, \"max\": 19.91, \"q1\": 0.18, \"median\": 0.45, \"q3\": 0.78}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 142, \"mean\": 0.256, \"std\": 1.645, \"min\": -8.31, \"max\": 14.55, \"q1\": 0.2, \"median\": 0.35, \"q3\": 0.56}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 472, \"mean\": 0.635, \"std\": 0.744, \"min\": -4.33, \"max\": 18.39, \"q1\": 0.06, \"median\": 0.35, \"q3\": 0.64}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 170, \"mean\": 0.596, \"std\": 0.508, \"min\": -0.1, \"max\": 13.92, \"q1\": 0.13, \"median\": 0.42, \"q3\": 0.7}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 312, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 225, \"mean\": 0.554, \"std\": 2.002, \"min\": -7.03, \"max\": 15.49, \"q1\": 0.12, \"median\": 0.31, \"q3\": 0.56}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 185, \"mean\": 0.643, \"std\": 1.527, \"min\": -2.1, \"max\": 12.64, \"q1\": 0.07, \"median\": 0.48, \"q3\": 0.89}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 204, \"mean\": 0.767, \"std\": 0.596, \"min\": -1.47, \"max\": 19.72, \"q1\": 0.25, \"median\": 0.5, \"q3\": 0.59}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 498, \"mean\": 0.13, \"std\": 0.458, \"min\": -2.33, \"max\": 14.99, \"q1\": 0.2, \"median\": 0.43, \"q3\": 0.59}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 185, \"mean\": 0.445, \"std\": 1.796, \"min\": -3.84, \"max\": 1.4, \"q1\": 0.04, \"median\": 0.44, \"q3\": 0.86}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 294, \"mean\": 0.217, \"std\": 2.199, \"min\": -2.25, \"max\": 8.52, \"q1\": 0.03, \"median\": 0.43, \"q3\": 0.87}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 452, \"mean\": 0.276, \"std\": 1.584, \"min\": -2.3, \"max\": 3.04, \"q1\": 0.15, \"median\": 0.42, \"q3\": 0.66}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 361, \"mean\": 0.219, \"std\": 0.706, \"min\": -9.19, \"max\": 6.46, \"q1\": 0.03, \"median\": 0.43, \"q3\": 0.53}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 17, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 985, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 334, \"mean\": 0.341, \"std\": 0.431, \"min\": -0.85, \"max\": 16.58, \"q1\": 0.02, \"median\": 0.5, \"q3\": 0.85}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 239, \"mean\": 0.394, \"std\": 2.212, \"min\": -5.35, \"max\": 5.25, \"q1\": 0.22, \"median\": 0.4, \"q3\": 0.76}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 355, \"mean\": 0.547, \"std\": 1.196, \"min\": -8.46, \"max\": 17.68, \"q1\": 0.14, \"median\": 0.46, \"q3\": 0.74}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 355, \"mean\": 0.632, \"std\": 2.496, \"min\": -6.02, \"max\": 1.23, \"q1\": 0.1, \"median\": 0.47, \"q3\": 0.67}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 337, \"mean\": 0.333, \"std\": 0.521, \"min\": -6.81, \"max\": 6.46, \"q1\": 0.11, \"median\": 0.33, \"q3\": 0.98}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 4, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 5, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 440, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 180, \"mean\": 0.72, \"std\": 1.064, \"min\": -3.87, \"max\": 0.79, \"q1\": 0.11, \"median\": 0.49, \"q3\": 0.53}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 166, \"mean\": 0.797, \"std\": 0.607, \"min\": -3.33, \"max\": 1.91, \"q1\": 0.11, \"median\": 0.39, \"q3\": 0.81}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 93, \"mean\": 0.685, \"std\": 0.517, \"min\": -4.94, \"max\": 2.56, \"q1\": 0.18, \"median\": 0.34, \"q3\": 0.89}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 413, \"mean\": 0.303, \"std\": 0.838, \"min\": -6.95, \"max\": 11.93, \"q1\": 0.27, \"median\": 0.34, \"q3\": 0.56}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 388, \"mean\": 0.512, \"std\": 0.709, \"min\": -3.46, \"max\": 10.05, \"q1\": 0.17, \"median\": 0.48, \"q3\": 0.83}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 796, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 161, \"mean\": 0.798, \"std\": 2.034, \"min\": -2.88, \"max\": 4.5, \"q1\": 0.25, \"median\": 0.36, \"q3\": 0.98}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 325, \"mean\": 0.423, \"std\": 1.34, \"min\": -2.6, \"max\": 7.71, \"q1\": 0.23, \"median\": 0.38, \"q3\": 0.7}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 238, \"mean\": 0.199, \"std\": 0.444, \"min\": -1.84, \"max\": 7.4, \"q1\": 0.08, \"median\": 0.35, \"q3\": 0.77}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 196, \"mean\": 0.765, \"std\": 1.014, \"min\": -8.74, \"max\": 2.34, \"q1\": 0.26, \"median\": 0.34, \"q3\": 0.59}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 95, \"mean\": 0.63, \"std\": 1.11, \"min\": -8.97, \"max\": 4.13, \"q1\": 0.03, \"median\": 0.49, \"q3\": 0.61}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 484, \"mean\": 0.428, \"std\": 0.555, \"min\": -8.01, \"max\": 1.68, \"q1\": 0.04, \"median\": 0.44, \"q3\": 0.55}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 485, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 153, \"mean\": 0.459, \"std\": 1.01, \"min\": -0.67, \"max\": 14.1, \"q1\": 0.24, \"median\": 0.43, \"q3\": 0.91}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 478, \"mean\": 0.425, \"std\": 0.303, \"min\": -7.88, \"max\": 18.31, \"q1\": 0.07, \"median\": 0.41, \"q3\": 1.0}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 281, \"mean\": 0.516, \"std\": 0.369, \"min\": -0.89, \"max\": 8.33, \"q1\": 0.13, \"median\": 0.37, \"q3\": 0.74}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 158, \"mean\": 0.358, \"std\": 2.372, \"min\": -4.95, \"max\": 18.75, \"q1\": 0.14, \"median\": 0.35, \"q3\": 0.84}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 161, \"mean\": 0.284, \"std\": 0.629, \"min\": -0.92, \"max\": 7.32, \"q1\": 0.03, \"median\": 0.32, \"q3\": 0.91}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 730, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 421, \"mean\": 0.643, \"std\": 0.508, \"min\": -7.29, \"max\": 15.38, \"q1\": 0.16, \"median\": 0.32, \"q3\": 0.76}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 487, \"mean\": 0.781, \"std\": 0.924, \"min\": -0.92, \"max\": 5.97, \"q1\": 0.11, \"median\": 0.35, \"q3\": 0.57}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 328, \"mean\": 0.489, \"std\": 1.797, \"min\": -6.45, \"max\": 6.63, \"q1\": 0.16, \"median\": 0.47, \"q3\": 0.57}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 288, \"mean\": 0.483, \"std\": 0.477, \"min\": -2.68, \"max\": 2.14, \"q1\": 0.21, \"median\": 0.49, \"q3\": 0.97}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 103, \"mean\": 0.754, \"std\": 0.339, \"min\": -0.18, \"max\": 10.51, \"q1\": 0.07, \"median\": 0.34, \"q3\": 0.94}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 198, \"mean\": 0.58, \"std\": 0.601, \"min\": -6.79, \"max\": 17.08, \"q1\": 0.08, \"median\": 0.45, \"q3\": 0.59}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 902, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 424, \"mean\": 0.246, \"std\": 0.646, \"min\": -1.62, \"max\": 11.25, \"q1\": 0.11, \"median\": 0.5, \"q3\": 0.65}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 500, \"mean\": 0.29, \"std\": 2.355, \"min\": -2.88, \"max\": 2.61, \"q1\": 0.13, \"median\": 0.46, \"q3\": 0.68}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 342, \"mean\": 0.261, \"std\": 1.016, \"min\": -6.23, \"max\": 15.52, \"q1\": 0.22, \"median\": 0.38, \"q3\": 0.7}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 435, \"mean\": 0.22, \"std\": 1.45, \"min\": -7.28, \"max\": 1.49, \"q1\": 0.17, \"median\": 0.47, \"q3\": 0.86}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 194, \"mean\": 0.551, \"std\": 1.97, \"min\": -4.31, \"max\": 14.15, \"q1\": 0.26, \"median\": 0.31, \"q3\": 0.73}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 677, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 212, \"mean\": 0.734, \"std\": 1.7, \"min\": -3.55, \"max\": 4.25, \"q1\": 0.02, \"median\": 0.34, \"q3\": 0.56}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 342, \"mean\": 0.298, \"std\": 1.187, \"min\": -8.14, \"max\": 18.22, \"q1\": 0.13, \"median\": 0.31, \"q3\": 0.76}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 309, \"mean\": 0.171, \"std\": 1.036, \"min\": -1.23, \"max\": 15.77, \"q1\": 0.25, \"median\": 0.45, \"q3\": 0.98}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 118, \"mean\": 0.677, \"std\": 0.572, \"min\": -9.94, \"max\": 10.53, \"q1\": 0.27, \"median\": 0.47, \"q3\": 0.67}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 378, \"mean\": 0.457, \"std\": 2.116, \"min\": -1.82, \"max\": 8.37, \"q1\": 0.15, \"median\": 0.45, \"q3\": 0.92}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 10, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 792, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 425, \"mean\": 0.228, \"std\": 0.449, \"min\": -1.09, \"max\": 11.28, \"q1\": 0.05, \"median\": 0.32, \"q3\": 0.94}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 256, \"mean\": 0.6, \"std\": 1.318, \"min\": -6.88, \"max\": 5.86, \"q1\": 0.12, \"median\": 0.34, \"q3\": 0.88}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 317, \"mean\": 0.109, \"std\": 2.324, \"min\": -2.84, \"max\": 18.96, \"q1\": 0.22, \"median\": 0.43, \"q3\": 0.66}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 144, \"mean\": 0.419, \"std\": 2.133, \"min\": -9.6, \"max\": 10.38, \"q1\": 0.3, \"median\": 0.42, \"q3\": 0.97}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 235, \"mean\": 0.695, \"std\": 1.558, \"min\": -6.02, \"max\": 18.43, \"q1\": 0.23, \"median\": 0.31, \"q3\": 0.65}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 454, \"mean\": 0.266, \"std\": 1.266, \"min\": -0.0, \"max\": 12.48, \"q1\": 0.12, \"median\": 0.46, \"q3\": 0.61}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 163, \"mean\": 0.743, \"std\": 0.447, \"min\": -1.91, \"max\": 9.94, \"q1\": 0.21, \"median\": 0.35, \"q3\": 0.75}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 156, \"mean\": 0.332, \"std\": 1.239, \"min\": -0.93, \"max\": 7.03, \"q1\": 0.17, \"median\": 0.4, \"q3\": 0.93}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 5, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 562, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 455, \"mean\": 0.712, \"std\": 0.727, \"min\": -0.5, \"max\": 6.56, \"q1\": 0.09, \"median\": 0.3, \"q3\": 0.7}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 498, \"mean\": 0.357, \"std\": 0.918, \"min\": -8.17, \"max\": 0.7, \"q1\": 0.2, \"median\": 0.32, \"q3\": 0.88}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 322, \"mean\": 0.445, \"std\": 0.326, \"min\": -5.56, \"max\": 12.75, \"q1\": 0.29, \"median\": 0.3, \"q3\": 0.81}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 298, \"mean\": 0.574, \"std\": 1.1, \"min\": -8.02, \"max\": 5.25, \"q1\": 0.28, \"median\": 0.44, \"q3\": 0.57}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 308, \"mean\": 0.217, \"std\": 0.468, \"min\": -8.55, \"max\": 6.1, \"q1\": 0.06, \"median\": 0.37, \"q3\": 0.95}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 583, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 494, \"mean\": 0.653, \"std\": 1.85, \"min\": -9.24, \"max\": 15.21, \"q1\": 0.11, \"median\": 0.43, \"q3\": 0.59}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 416, \"mean\": 0.436, \"std\": 1.469, \"min\": -3.45, \"max\": 19.36, \"q1\": 0.29, \"median\": 0.44, \"q3\": 0.76}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 122, \"mean\": 0.297, \"std\": 2.393, \"min\": -0.29, \"max\": 16.29, \"q1\": 0.1, \"median\": 0.4, \"q3\": 0.7}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 403, \"mean\": 0.433, \"std\": 1.557, \"min\": -0.83, \"max\": 18.63, \"q1\": 0.04, \"median\": 0.46, \"q3\": 0.57}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 109, \"mean\": 0.477, \"std\": 0.864, \"min\": -8.08, \"max\": 11.88, \"q1\": 0.18, \"median\": 0.48, \"q3\": 0.56}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 962, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 401, \"mean\": 0.166, \"std\": 2.323, \"min\": -7.99, \"max\": 13.03, \"q1\": 0.02, \"median\": 0.46, \"q3\": 0.64}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 482, \"mean\": 0.642, \"std\": 1.098, \"min\": -3.86, \"max\": 19.68, \"q1\": 0.25, \"median\": 0.32, \"q3\": 0.87}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 104, \"mean\": 0.789, \"std\": 1.168, \"min\": -4.38, \"max\": 13.81, \"q1\": 0.2, \"median\": 0.38, \"q3\": 0.54}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 247, \"mean\": 0.237, \"std\": 0.445, \"min\": -9.63, \"max\": 10.32, \"q1\": 0.13, \"median\": 0.38, \"q3\": 0.99}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 405, \"mean\": 0.186, \"std\": 0.573, \"min\": -7.93, \"max\": 10.65, \"q1\": 0.26, \"median\": 0.35, \"q3\": 0.89}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 830, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 342, \"mean\": 0.233, \"std\": 2.473, \"min\": -0.12, \"max\": 15.65, \"q1\": 0.08, \"median\": 0.46, \"q3\": 0.71}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 348, \"mean\": 0.275, \"std\": 2.283, \"min\": -0.64, \"max\": 0.95, \"q1\": 0.09, \"median\": 0.36, \"q3\": 0.58}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 198, \"mean\": 0.542, \"std\": 1.57, \"min\": -0.95, \"max\": 15.73, \"q1\": 0.07, \"median\": 0.37, \"q3\": 0.68}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 427, \"mean\": 0.472, \"std\": 0.568, \"min\": -3.73, \"max\": 2.65, \"q1\": 0.04, \"median\": 0.47, \"q3\": 0.91}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 484, \"mean\": 0.536, \"std\": 2.109, \"min\": -3.01, \"max\": 19.4, \"q1\": 0.17, \"median\": 0.39, \"q3\": 0.8}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 472, \"mean\": 0.797, \"std\": 0.624, \"min\": -4.72, \"max\": 14.87, \"q1\": 0.21, \"median\": 0.37, \"q3\": 0.88}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 5, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 15, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 716, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 424, \"mean\": 0.563, \"std\": 0.887, \"min\": -4.91, \"max\": 1.15, \"q1\": 0.15, \"median\": 0.42, \"q3\": 0.63}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 87, \"mean\": 0.287, \"std\": 0.493, \"min\": -8.43, \"max\": 18.1, \"q1\": 0.13, \"median\": 0.41, \"q3\": 0.56}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 204, \"mean\": 0.38, \"std\": 1.241, \"min\": -7.54, \"max\": 7.86, \"q1\": 0.23, \"median\": 0.33, \"q3\": 0.8}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 106, \"mean\": 0.476, \"std\": 0.616, \"min\": -3.14, \"max\": 12.43, \"q1\": 0.27, \"median\": 0.36, \"q3\": 0.54}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 446, \"mean\": 0.761, \"std\": 1.768, \"min\": -0.82, \"max\": 7.02, \"q1\": 0.23, \"median\": 0.37, \"q3\": 0.73}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 374, \"mean\": 0.546, \"std\": 1.855, \"min\": -1.35, \"max\": 6.06, \"q1\": 0.28, \"median\": 0.43, \"q3\": 0.84}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 229, \"mean\": 0.379, \"std\": 2.174, \"min\": -4.02, \"max\": 14.94, \"q1\": 0.13, \"median\": 0.39, \"q3\": 0.86}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 338, \"mean\": 0.564, \"std\": 0.427, \"min\": -3.63, \"max\": 12.66, \"q1\": 0.24, \"median\": 0.31, \"q3\": 0.59}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 17, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 672, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 330, \"mean\": 0.357, \"std\": 1.075, \"min\": -6.51, \"max\": 9.52, \"q1\": 0.21, \"median\": 0.43, \"q3\": 0.93}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 263, \"mean\": 0.716, \"std\": 1.476, \"min\": -0.61, \"max\": 4.59, \"q1\": 0.05, \"median\": 0.48, \"q3\": 0.83}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 245, \"mean\": 0.243, \"std\": 1.503, \"min\": -2.21, \"max\": 6.32, \"q1\": 0.01, \"median\": 0.42, \"q3\": 0.52}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 145, \"mean\": 0.5, \"std\": 2.373, \"min\": -4.51, \"max\": 17.26, \"q1\": 0.3, \"median\": 0.33, \"q3\": 0.87}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 243, \"mean\": 0.561, \"std\": 1.808, \"min\": -2.29, \"max\": 9.31, \"q1\": 0.22, \"median\": 0.49, \"q3\": 0.68}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 5, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 974, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 480, \"mean\": 0.477, \"std\": 1.76, \"min\": -3.87, \"max\": 18.06, \"q1\": 0.15, \"median\": 0.31, \"q3\": 0.8}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 374, \"mean\": 0.587, \"std\": 1.007, \"min\": -7.92, \"max\": 14.41, \"q1\": 0.01, \"median\": 0.5, \"q3\": 0.72}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 483, \"mean\": 0.566, \"std\": 1.532, \"min\": -5.74, \"max\": 11.56, \"q1\": 0.16, \"median\": 0.44, \"q3\": 0.72}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 119, \"mean\": 0.521, \"std\": 2.177, \"min\": -7.72, \"max\": 9.8, \"q1\": 0.22, \"median\": 0.41, \"q3\": 0.89}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 449, \"mean\": 0.561, \"std\": 0.609, \"min\": -4.76, \"max\": 14.67, \"q1\": 0.23, \"median\": 0.44, \"q3\": 0.68}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 496, \"mean\": 0.668, \"std\": 1.802, \"min\": -2.73, \"max\": 2.1, \"q1\": 0.22, \"median\": 0.32, \"q3\": 0.85}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 638, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 90, \"mean\": 0.535, \"std\": 1.355, \"min\": -6.5, \"max\": 9.27, \"q1\": 0.28, \"median\": 0.38, \"q3\": 0.7}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 379, \"mean\": 0.687, \"std\": 0.66, \"min\": -9.13, \"max\": 18.99, \"q1\": 0.12, \"median\": 0.36, \"q3\": 0.86}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 121, \"mean\": 0.706, \"std\": 2.459, \"min\": -1.8, \"max\": 6.95, \"q1\": 0.04, \"median\": 0.38, \"q3\": 0.73}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 400, \"mean\": 0.158, \"std\": 1.038, \"min\": -1.35, \"max\": 15.62, \"q1\": 0.16, \"median\": 0.33, \"q3\": 0.88}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 228, \"mean\": 0.504, \"std\": 0.862, \"min\": -2.99, \"max\": 19.05, \"q1\": 0.02, \"median\": 0.4, \"q3\": 0.65}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 17, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 795, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 467, \"mean\": 0.583, \"std\": 1.636, \"min\": -6.13, \"max\": 1.84, \"q1\": 0.2, \"median\": 0.37, \"q3\": 0.79}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 284, \"mean\": 0.499, \"std\": 1.717, \"min\": -0.51, \"max\": 17.27, \"q1\": 0.16, \"median\": 0.38, \"q3\": 0.74}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 386, \"mean\": 0.459, \"std\": 2.32, \"min\": -0.61, \"max\": 16.36, \"q1\": 0.1, \"median\": 0.39, \"q3\": 0.79}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 297, \"mean\": 0.72, \"std\": 0.699, \"min\": -7.26, \"max\": 9.65, \"q1\": 0.12, \"median\": 0.47, \"q3\": 0.87}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 446, \"mean\": 0.635, \"std\": 1.43, \"min\": -9.55, \"max\": 5.3, \"q1\": 0.21, \"median\": 0.34, \"q3\": 0.88}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 425, \"mean\": 0.193, \"std\": 1.185, \"min\": -5.69, \"max\": 14.97, \"q1\": 0.25, \"median\": 0.3, \"q3\": 0.67}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 15, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 369, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 500, \"mean\": 0.116, \"std\": 1.022, \"min\": -4.53, \"max\": 17.93, \"q1\": 0.04, \"median\": 0.42, \"q3\": 0.87}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 195, \"mean\": 0.477, \"std\": 0.675, \"min\": -4.29, \"max\": 15.02, \"q1\": 0.21, \"median\": 0.35, \"q3\": 0.51}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 376, \"mean\": 0.237, \"std\": 2.433, \"min\": -6.33, \"max\": 17.88, \"q1\": 0.09, \"median\": 0.41, \"q3\": 0.87}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 481, \"mean\": 0.163, \"std\": 2.267, \"min\": -6.11, \"max\": 12.92, \"q1\": 0.24, \"median\": 0.34, \"q3\": 0.54}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 185, \"mean\": 0.639, \"std\": 1.119, \"min\": -4.22, \"max\": 0.36, \"q1\": 0.26, \"median\": 0.36, \"q3\": 0.8}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 10, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 643, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 443, \"mean\": 0.583, \"std\": 1.274, \"min\": -6.08, \"max\": 3.18, \"q1\": 0.06, \"median\": 0.34, \"q3\": 0.8}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 173, \"mean\": 0.795, \"std\": 1.589, \"min\": -4.38, \"max\": 9.83, \"q1\": 0.18, \"median\": 0.31, \"q3\": 0.77}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 108, \"mean\": 0.717, \"std\": 2.367, \"min\": -8.65, \"max\": 17.38, \"q1\": 0.05, \"median\": 0.34, \"q3\": 0.85}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 171, \"mean\": 0.21, \"std\": 1.431, \"min\": -9.52, \"max\": 2.49, \"q1\": 0.28, \"median\": 0.35, \"q3\": 0.85}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 101, \"mean\": 0.501, \"std\": 1.674, \"min\": -7.23, \"max\": 16.01, \"q1\": 0.09, \"median\": 0.42, \"q3\": 0.9}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 229, \"mean\": 0.531, \"std\": 1.098, \"min\": -1.26, \"max\": 18.15, \"q1\": 0.02, \"median\": 0.47, \"q3\": 0.76}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 229, \"mean\": 0.623, \"std\": 1.443, \"min\": -7.02, \"max\": 16.71, \"q1\": 0.16, \"median\": 0.35, \"q3\": 0.93}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 264, \"mean\": 0.736, \"std\": 0.543, \"min\": -9.61, \"max\": 19.06, \"q1\": 0.06, \"median\": 0.32, \"q3\": 1.0}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 758, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 213, \"mean\": 0.17, \"std\": 1.592, \"min\": -0.09, \"max\": 3.41, \"q1\": 0.07, \"median\": 0.47, \"q3\": 0.57}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 197, \"mean\": 0.202, \"std\": 1.852, \"min\": -3.39, \"max\": 8.72, \"q1\": 0.26, \"median\": 0.41, \"q3\": 0.55}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 455, \"mean\": 0.205, \"std\": 0.646, \"min\": -7.13, \"max\": 5.88, \"q1\": 0.23, \"median\": 0.38, \"q3\": 0.79}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 149, \"mean\": 0.595, \"std\": 1.264, \"min\": -2.23, \"max\": 1.93, \"q1\": 0.05, \"median\": 0.38, \"q3\": 0.69}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 494, \"mean\": 0.674, \"std\": 1.092, \"min\": -3.96, \"max\": 1.69, \"q1\": 0.13, \"median\": 0.31, \"q3\": 0.94}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 17, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 834, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 114, \"mean\": 0.37, \"std\": 1.019, \"min\": -4.54, \"max\": 15.6, \"q1\": 0.28, \"median\": 0.43, \"q3\": 0.79}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 117, \"mean\": 0.186, \"std\": 2.26, \"min\": -1.78, \"max\": 16.03, \"q1\": 0.16, \"median\": 0.36, \"q3\": 0.71}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 295, \"mean\": 0.626, \"std\": 2.207, \"min\": -4.65, \"max\": 4.65, \"q1\": 0.27, \"median\": 0.5, \"q3\": 0.88}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 373, \"mean\": 0.574, \"std\": 1.427, \"min\": -3.48, \"max\": 15.0, \"q1\": 0.17, \"median\": 0.4, \"q3\": 0.5}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 394, \"mean\": 0.677, \"std\": 1.839, \"min\": -8.21, \"max\": 13.79, \"q1\": 0.03, \"median\": 0.38, \"q3\": 0.68}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 15, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 339, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 266, \"mean\": 0.799, \"std\": 0.641, \"min\": -7.08, \"max\": 18.86, \"q1\": 0.17, \"median\": 0.4, \"q3\": 0.94}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 344, \"mean\": 0.153, \"std\": 1.112, \"min\": -8.99, \"max\": 18.46, \"q1\": 0.21, \"median\": 0.39, \"q3\": 0.54}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 416, \"mean\": 0.247, \"std\": 2.293, \"min\": -1.6, \"max\": 1.52, \"q1\": 0.27, \"median\": 0.47, \"q3\": 0.85}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 348, \"mean\": 0.614, \"std\": 2.352, \"min\": -9.25, \"max\": 7.39, \"q1\": 0.16, \"median\": 0.38, \"q3\": 0.52}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 470, \"mean\": 0.329, \"std\": 2.187, \"min\": -3.39, \"max\": 14.19, \"q1\": 0.18, \"median\": 0.35, \"q3\": 0.78}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 419, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 105, \"mean\": 0.796, \"std\": 2.128, \"min\": -0.36, \"max\": 17.07, \"q1\": 0.25, \"median\": 0.36, \"q3\": 0.87}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 383, \"mean\": 0.258, \"std\": 0.601, \"min\": -5.55, \"max\": 16.59, \"q1\": 0.1, \"median\": 0.38, \"q3\": 0.96}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 464, \"mean\": 0.465, \"std\": 0.834, \"min\": -6.38, \"max\": 11.55, \"q1\": 0.03, \"median\": 0.4, \"q3\": 0.87}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 446, \"mean\": 0.59, \"std\": 1.231, \"min\": -4.14, \"max\": 11.95, \"q1\": 0.06, \"median\": 0.43, \"q3\": 0.94}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 340, \"mean\": 0.462, \"std\": 0.991, \"min\": -2.64, \"max\": 7.74, \"q1\": 0.19, \"median\": 0.38, \"q3\": 0.7}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 17, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 315, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 288, \"mean\": 0.413, \"std\": 0.652, \"min\": -8.04, \"max\": 15.49, \"q1\": 0.07, \"median\": 0.42, \"q3\": 0.72}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 248, \"mean\": 0.121, \"std\": 1.035, \"min\": -9.83, \"max\": 6.92, \"q1\": 0.19, \"median\": 0.47, \"q3\": 0.69}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 439, \"mean\": 0.794, \"std\": 0.924, \"min\": -4.11, \"max\": 9.64, \"q1\": 0.02, \"median\": 0.46, \"q3\": 0.52}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 413, \"mean\": 0.399, \"std\": 1.73, \"min\": -1.72, \"max\": 15.68, \"q1\": 0.05, \"median\": 0.46, \"q3\": 0.72}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 82, \"mean\": 0.598, \"std\": 1.602, \"min\": -6.16, \"max\": 19.89, \"q1\": 0.19, \"median\": 0.36, \"q3\": 0.82}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 913, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 323, \"mean\": 0.239, \"std\": 1.57, \"min\": -9.68, \"max\": 6.95, \"q1\": 0.25, \"median\": 0.42, \"q3\": 0.61}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 337, \"mean\": 0.375, \"std\": 1.299, \"min\": -4.31, \"max\": 7.9, \"q1\": 0.03, \"median\": 0.43, \"q3\": 0.64}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 230, \"mean\": 0.474, \"std\": 0.714, \"min\": -7.18, \"max\": 16.73, \"q1\": 0.16, \"median\": 0.37, \"q3\": 0.72}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 389, \"mean\": 0.54, \"std\": 2.042, \"min\": -1.88, \"max\": 18.14, \"q1\": 0.23, \"median\": 0.35, \"q3\": 0.84}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 447, \"mean\": 0.488, \"std\": 1.018, \"min\": -3.91, \"max\": 1.28, \"q1\": 0.1, \"median\": 0.41, \"q3\": 0.91}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 106, \"mean\": 0.533, \"std\": 0.488, \"min\": -1.95, \"max\": 19.79, \"q1\": 0.11, \"median\": 0.38, \"q3\": 1.0}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 816, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 111, \"mean\": 0.639, \"std\": 1.373, \"min\": -2.79, \"max\": 11.54, \"q1\": 0.07, \"median\": 0.42, \"q3\": 0.67}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 281, \"mean\": 0.722, \"std\": 0.331, \"min\": -7.58, \"max\": 10.68, \"q1\": 0.19, \"median\": 0.45, \"q3\": 0.99}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 151, \"mean\": 0.287, \"std\": 1.747, \"min\": -1.72, \"max\": 8.74, \"q1\": 0.13, \"median\": 0.45, \"q3\": 0.91}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 412, \"mean\": 0.377, \"std\": 1.765, \"min\": -5.75, \"max\": 3.38, \"q1\": 0.25, \"median\": 0.42, \"q3\": 0.82}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 177, \"mean\": 0.118, \"std\": 1.703, \"min\": -4.09, \"max\": 6.9, \"q1\": 0.2, \"median\": 0.39, \"q3\": 0.99}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 642, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 401, \"mean\": 0.792, \"std\": 1.354, \"min\": -6.34, \"max\": 6.45, \"q1\": 0.08, \"median\": 0.36, \"q3\": 0.98}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 363, \"mean\": 0.491, \"std\": 1.027, \"min\": -3.59, \"max\": 18.48, \"q1\": 0.09, \"median\": 0.39, \"q3\": 0.81}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 350, \"mean\": 0.671, \"std\": 1.417, \"min\": -1.73, \"max\": 5.22, \"q1\": 0.1, \"median\": 0.33, \"q3\": 1.0}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 421, \"mean\": 0.413, \"std\": 1.79, \"min\": -8.43, \"max\": 18.92, \"q1\": 0.07, \"median\": 0.46, \"q3\": 0.5}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 245, \"mean\": 0.663, \"std\": 1.463, \"min\": -0.82, \"max\": 15.23, \"q1\": 0.13, \"median\": 0.42, \"q3\": 0.77}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 464, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 160, \"mean\": 0.157, \"std\": 1.708, \"min\": -9.75, \"max\": 16.52, \"q1\": 0.19, \"median\": 0.4, \"q3\": 0.71}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 393, \"mean\": 0.134, \"std\": 1.47, \"min\": -6.4, \"max\": 4.16, \"q1\": 0.04, \"median\": 0.45, \"q3\": 0.76}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 162, \"mean\": 0.527, \"std\": 1.194, \"min\": -9.32, \"max\": 9.63, \"q1\": 0.05, \"median\": 0.32, \"q3\": 0.83}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 376, \"mean\": 0.186, \"std\": 2.438, \"min\": -6.1, \"max\": 19.71, \"q1\": 0.15, \"median\": 0.43, \"q3\": 0.67}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 313, \"mean\": 0.724, \"std\": 2.166, \"min\": -4.24, \"max\": 7.35, \"q1\": 0.2, \"median\": 0.4, \"q3\": 0.84}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 452, \"mean\": 0.634, \"std\": 0.766, \"min\": -1.05, \"max\": 14.46, \"q1\": 0.25, \"median\": 0.45, \"q3\": 0.72}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 262, \"mean\": 0.523, \"std\": 0.859, \"min\": -3.73, \"max\": 14.73, \"q1\": 0.13, \"median\": 0.49, \"q3\": 0.5}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 258, \"mean\": 0.469, \"std\": 0.76, \"min\": -3.21, \"max\": 2.36, \"q1\": 0.05, \"median\": 0.43, \"q3\": 0.91}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 905, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 211, \"mean\": 0.777, \"std\": 1.936, \"min\": -4.59, \"max\": 14.0, \"q1\": 0.3, \"median\": 0.38, \"q3\": 0.85}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 279, \"mean\": 0.521, \"std\": 2.166, \"min\": -8.08, \"max\": 0.88, \"q1\": 0.15, \"median\": 0.35, \"q3\": 0.7}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 366, \"mean\": 0.545, \"std\": 1.985, \"min\": -3.74, \"max\": 14.33, \"q1\": 0.16, \"median\": 0.31, \"q3\": 0.53}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 149, \"mean\": 0.471, \"std\": 1.668, \"min\": -2.58, \"max\": 7.39, \"q1\": 0.27, \"median\": 0.33, \"q3\": 0.77}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 305, \"mean\": 0.514, \"std\": 0.414, \"min\": -7.29, \"max\": 6.85, \"q1\": 0.25, \"median\": 0.41, \"q3\": 0.53}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 352, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 476, \"mean\": 0.236, \"std\": 1.738, \"min\": -7.74, \"max\": 13.68, \"q1\": 0.16, \"median\": 0.49, \"q3\": 0.91}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 479, \"mean\": 0.468, \"std\": 1.112, \"min\": -0.47, \"max\": 4.3, \"q1\": 0.03, \"median\": 0.35, \"q3\": 0.61}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 487, \"mean\": 0.388, \"std\": 1.98, \"min\": -9.98, \"max\": 5.11, \"q1\": 0.12, \"median\": 0.4, \"q3\": 0.51}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 412, \"mean\": 0.786, \"std\": 2.161, \"min\": -7.81, \"max\": 4.29, \"q1\": 0.13, \"median\": 0.38, \"q3\": 0.79}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 351, \"mean\": 0.202, \"std\": 1.858, \"min\": -3.94, \"max\": 14.85, \"q1\": 0.1, \"median\": 0.31, \"q3\": 0.53}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 5, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 555, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 289, \"mean\": 0.407, \"std\": 1.097, \"min\": -0.65, \"max\": 6.06, \"q1\": 0.24, \"median\": 0.47, \"q3\": 0.59}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 135, \"mean\": 0.552, \"std\": 1.607, \"min\": -4.15, \"max\": 10.64, \"q1\": 0.18, \"median\": 0.36, \"q3\": 0.74}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 120, \"mean\": 0.4, \"std\": 1.016, \"min\": -0.95, \"max\": 12.25, \"q1\": 0.26, \"median\": 0.33, \"q3\": 0.62}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 403, \"mean\": 0.128, \"std\": 1.505, \"min\": -3.88, \"max\": 1.22, \"q1\": 0.07, \"median\": 0.32, \"q3\": 0.84}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 140, \"mean\": 0.562, \"std\": 2.484, \"min\": -4.54, \"max\": 0.87, \"q1\": 0.28, \"median\": 0.49, \"q3\": 0.79}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 934, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 201, \"mean\": 0.341, \"std\": 1.593, \"min\": -7.44, \"max\": 14.73, \"q1\": 0.22, \"median\": 0.39, \"q3\": 0.75}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 353, \"mean\": 0.221, \"std\": 1.91, \"min\": -1.24, \"max\": 3.09, \"q1\": 0.22, \"median\": 0.35, \"q3\": 0.58}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 282, \"mean\": 0.317, \"std\": 0.86, \"min\": -8.37, \"max\": 17.94, \"q1\": 0.13, \"median\": 0.48, \"q3\": 0.76}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 253, \"mean\": 0.735, \"std\": 1.325, \"min\": -1.92, \"max\": 15.16, \"q1\": 0.13, \"median\": 0.45, \"q3\": 0.72}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 339, \"mean\": 0.238, \"std\": 2.251, \"min\": -5.5, \"max\": 0.98, \"q1\": 0.2, \"median\": 0.37, \"q3\": 0.81}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 5, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 750, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 483, \"mean\": 0.362, \"std\": 1.327, \"min\": -2.83, \"max\": 3.85, \"q1\": 0.27, \"median\": 0.42, \"q3\": 0.82}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 411, \"mean\": 0.615, \"std\": 1.731, \"min\": -8.86, \"max\": 6.44, \"q1\": 0.28, \"median\": 0.37, \"q3\": 0.74}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 487, \"mean\": 0.136, \"std\": 1.849, \"min\": -6.12, \"max\": 19.1, \"q1\": 0.21, \"median\": 0.4, \"q3\": 0.62}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 383, \"mean\": 0.247, \"std\": 0.598, \"min\": -1.27, \"max\": 4.46, \"q1\": 0.08, \"median\": 0.36, \"q3\": 0.81}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 444, \"mean\": 0.191, \"std\": 2.101, \"min\": -4.68, \"max\": 10.35, \"q1\": 0.26, \"median\": 0.4, \"q3\": 0.56}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 863, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 135, \"mean\": 0.518, \"std\": 1.505, \"min\": -0.3, \"max\": 19.61, \"q1\": 0.2, \"median\": 0.47, \"q3\": 0.75}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 368, \"mean\": 0.756, \"std\": 1.666, \"min\": -0.62, \"max\": 7.35, \"q1\": 0.0, \"median\": 0.32, \"q3\": 0.84}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 372, \"mean\": 0.479, \"std\": 2.082, \"min\": -8.97, \"max\": 9.7, \"q1\": 0.13, \"median\": 0.39, \"q3\": 0.85}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 344, \"mean\": 0.263, \"std\": 0.45, \"min\": -1.81, \"max\": 7.31, \"q1\": 0.01, \"median\": 0.34, \"q3\": 0.75}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 237, \"mean\": 0.704, \"std\": 1.241, \"min\": -2.69, \"max\": 12.27, \"q1\": 0.25, \"median\": 0.48, \"q3\": 0.55}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 229, \"mean\": 0.161, \"std\": 1.263, \"min\": -9.24, \"max\": 0.14, \"q1\": 0.04, \"median\": 0.42, \"q3\": 0.52}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 182, \"mean\": 0.648, \"std\": 0.857, \"min\": -8.74, \"max\": 13.82, \"q1\": 0.06, \"median\": 0.34, \"q3\": 0.95}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 137, \"mean\": 0.572, \"std\": 1.198, \"min\": -9.42, \"max\": 13.19, \"q1\": 0.18, \"median\": 0.5, \"q3\": 0.52}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 362, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 334, \"mean\": 0.279, \"std\": 0.838, \"min\": -5.33, \"max\": 4.05, \"q1\": 0.14, \"median\": 0.47, \"q3\": 0.57}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 255, \"mean\": 0.661, \"std\": 2.014, \"min\": -3.8, \"max\": 2.35, \"q1\": 0.02, \"median\": 0.33, \"q3\": 0.87}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 164, \"mean\": 0.302, \"std\": 0.81, \"min\": -3.6, \"max\": 16.41, \"q1\": 0.26, \"median\": 0.31, \"q3\": 0.93}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 345, \"mean\": 0.38, \"std\": 1.717, \"min\": -4.09, \"max\": 7.71, \"q1\": 0.12, \"median\": 0.37, \"q3\": 0.98}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 257, \"mean\": 0.727, \"std\": 1.012, \"min\": -0.22, \"max\": 11.62, \"q1\": 0.02, \"median\": 0.4, \"q3\": 0.88}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 204, \"mean\": 0.755, \"std\": 0.83, \"min\": -6.64, \"max\": 6.61, \"q1\": 0.16, \"median\": 0.39, \"q3\": 0.86}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 446, \"mean\": 0.37, \"std\": 1.861, \"min\": -5.9, \"max\": 19.8, \"q1\": 0.26, \"median\": 0.35, \"q3\": 0.68}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 321, \"mean\": 0.424, \"std\": 0.434, \"min\": -0.36, \"max\": 0.59, \"q1\": 0.24, \"median\": 0.41, \"q3\": 0.68}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 15, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 323, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 147, \"mean\": 0.653, \"std\": 1.044, \"min\": -5.8, \"max\": 3.56, \"q1\": 0.16, \"median\": 0.32, \"q3\": 0.72}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 304, \"mean\": 0.361, \"std\": 1.218, \"min\": -8.66, \"max\": 11.46, \"q1\": 0.04, \"median\": 0.45, \"q3\": 0.69}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 114, \"mean\": 0.411, \"std\": 2.219, \"min\": -3.03, \"max\": 16.9, \"q1\": 0.01, \"median\": 0.36, \"q3\": 0.8}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 284, \"mean\": 0.508, \"std\": 1.713, \"min\": -5.04, \"max\": 15.68, \"q1\": 0.02, \"median\": 0.4, \"q3\": 0.6}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 288, \"mean\": 0.161, \"std\": 0.69, \"min\": -2.04, \"max\": 7.73, \"q1\": 0.2, \"median\": 0.31, \"q3\": 0.52}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 17, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 324, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 86, \"mean\": 0.164, \"std\": 0.766, \"min\": -7.23, \"max\": 12.84, \"q1\": 0.29, \"median\": 0.34, \"q3\": 0.76}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 409, \"mean\": 0.526, \"std\": 2.348, \"min\": -5.96, \"max\": 2.3, \"q1\": 0.22, \"median\": 0.33, \"q3\": 0.58}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 102, \"mean\": 0.665, \"std\": 0.984, \"min\": -5.7, \"max\": 8.67, \"q1\": 0.01, \"median\": 0.35, \"q3\": 0.99}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 496, \"mean\": 0.694, \"std\": 2.33, \"min\": -8.19, \"max\": 15.37, \"q1\": 0.09, \"median\": 0.4, \"q3\": 0.54}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 92, \"mean\": 0.314, \"std\": 1.187, \"min\": -3.7, \"max\": 9.47, \"q1\": 0.02, \"median\": 0.36, \"q3\": 0.82}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 4, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 841, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 425, \"mean\": 0.637, \"std\": 0.376, \"min\": -7.39, \"max\": 8.35, \"q1\": 0.2, \"median\": 0.38, \"q3\": 0.7}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 367, \"mean\": 0.458, \"std\": 2.479, \"min\": -6.36, \"max\": 19.89, \"q1\": 0.02, \"median\": 0.49, \"q3\": 0.77}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 475, \"mean\": 0.161, \"std\": 1.664, \"min\": -6.27, \"max\": 5.47, \"q1\": 0.06, \"median\": 0.5, \"q3\": 0.85}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 344, \"mean\": 0.104, \"std\": 1.674, \"min\": -5.97, \"max\": 11.73, \"q1\": 0.29, \"median\": 0.44, \"q3\": 0.61}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 354, \"mean\": 0.309, \"std\": 0.581, \"min\": -2.18, \"max\": 7.67, \"q1\": 0.1, \"median\": 0.38, \"q3\": 0.62}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 304, \"mean\": 0.773, \"std\": 2.176, \"min\": -2.08, \"max\": 0.35, \"q1\": 0.17, \"median\": 0.38, \"q3\": 0.84}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 322, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 82, \"mean\": 0.752, \"std\": 0.426, \"min\": -7.37, \"max\": 18.61, \"q1\": 0.18, \"median\": 0.34, \"q3\": 0.96}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 343, \"mean\": 0.511, \"std\": 1.074, \"min\": -3.68, \"max\": 19.49, \"q1\": 0.22, \"median\": 0.38, \"q3\": 0.7}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 118, \"mean\": 0.488, \"std\": 0.545, \"min\": -4.24, \"max\": 3.13, \"q1\": 0.16, \"median\": 0.46, \"q3\": 0.53}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 435, \"mean\": 0.313, \"std\": 0.835, \"min\": -5.48, \"max\": 4.05, \"q1\": 0.07, \"median\": 0.5, \"q3\": 0.88}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 321, \"mean\": 0.387, \"std\": 1.889, \"min\": -1.7, \"max\": 8.22, \"q1\": 0.1, \"median\": 0.35, \"q3\": 0.89}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 922, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 432, \"mean\": 0.322, \"std\": 0.829, \"min\": -0.85, \"max\": 8.66, \"q1\": 0.13, \"median\": 0.48, \"q3\": 0.69}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 99, \"mean\": 0.35, \"std\": 1.624, \"min\": -3.07, \"max\": 1.35, \"q1\": 0.01, \"median\": 0.49, \"q3\": 0.9}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 291, \"mean\": 0.718, \"std\": 0.559, \"min\": -7.36, \"max\": 8.1, \"q1\": 0.18, \"median\": 0.45, \"q3\": 0.64}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 367, \"mean\": 0.561, \"std\": 0.47, \"min\": -5.22, \"max\": 15.1, \"q1\": 0.16, \"median\": 0.4, \"q3\": 0.78}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 145, \"mean\": 0.667, \"std\": 1.396, \"min\": -1.84, \"max\": 3.33, \"q1\": 0.19, \"median\": 0.41, \"q3\": 0.51}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 220, \"mean\": 0.675, \"std\": 1.98, \"min\": -1.9, \"max\": 13.64, \"q1\": 0.03, \"median\": 0.35, \"q3\": 0.79}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 494, \"mean\": 0.376, \"std\": 1.382, \"min\": -4.48, \"max\": 5.37, \"q1\": 0.02, \"median\": 0.37, \"q3\": 0.88}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 351, \"mean\": 0.796, \"std\": 1.316, \"min\": -2.58, \"max\": 11.03, \"q1\": 0.17, \"median\": 0.39, \"q3\": 0.99}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 593, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 410, \"mean\": 0.234, \"std\": 2.044, \"min\": -7.2, \"max\": 13.78, \"q1\": 0.1, \"median\": 0.49, \"q3\": 0.88}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 479, \"mean\": 0.457, \"std\": 2.372, \"min\": -7.16, \"max\": 5.73, \"q1\": 0.26, \"median\": 0.46, \"q3\": 0.72}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 89, \"mean\": 0.285, \"std\": 1.315, \"min\": -9.56, \"max\": 8.69, \"q1\": 0.27, \"median\": 0.4, \"q3\": 0.68}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 120, \"mean\": 0.138, \"std\": 0.965, \"min\": -0.75, \"max\": 11.44, \"q1\": 0.16, \"median\": 0.37, \"q3\": 0.77}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 86, \"mean\": 0.288, \"std\": 1.516, \"min\": -6.95, \"max\": 16.59, \"q1\": 0.29, \"median\": 0.39, \"q3\": 0.57}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 18, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 955, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 136, \"mean\": 0.772, \"std\": 1.824, \"min\": -8.1, \"max\": 11.03, \"q1\": 0.05, \"median\": 0.45, \"q3\": 0.51}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 326, \"mean\": 0.266, \"std\": 0.376, \"min\": -3.55, \"max\": 17.61, \"q1\": 0.04, \"median\": 0.33, \"q3\": 0.52}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 281, \"mean\": 0.614, \"std\": 1.49, \"min\": -2.19, \"max\": 11.06, \"q1\": 0.2, \"median\": 0.39, \"q3\": 0.76}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 192, \"mean\": 0.72, \"std\": 0.79, \"min\": -8.97, \"max\": 1.25, \"q1\": 0.06, \"median\": 0.31, \"q3\": 0.94}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 92, \"mean\": 0.415, \"std\": 1.436, \"min\": -7.65, \"max\": 6.95, \"q1\": 0.3, \"median\": 0.42, \"q3\": 0.74}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 343, \"mean\": 0.25, \"std\": 2.296, \"min\": -2.27, \"max\": 9.37, \"q1\": 0.25, \"median\": 0.42, \"q3\": 0.88}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 496, \"mean\": 0.584, \"std\": 2.429, \"min\": -2.94, \"max\": 15.39, \"q1\": 0.2, \"median\": 0.4, \"q3\": 0.93}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 282, \"mean\": 0.403, \"std\": 1.981, \"min\": -4.35, \"max\": 3.28, \"q1\": 0.18, \"median\": 0.47, \"q3\": 0.61}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 5, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 317, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 287, \"mean\": 0.634, \"std\": 1.718, \"min\": -3.98, \"max\": 1.65, \"q1\": 0.18, \"median\": 0.32, \"q3\": 0.91}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 203, \"mean\": 0.702, \"std\": 2.424, \"min\": -1.46, \"max\": 12.6, \"q1\": 0.09, \"median\": 0.34, \"q3\": 0.69}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 322, \"mean\": 0.706, \"std\": 0.945, \"min\": -8.52, \"max\": 7.56, \"q1\": 0.17, \"median\": 0.32, \"q3\": 0.95}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 279, \"mean\": 0.511, \"std\": 0.365, \"min\": -3.65, \"max\": 18.81, \"q1\": 0.25, \"median\": 0.45, \"q3\": 0.81}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 473, \"mean\": 0.431, \"std\": 1.92, \"min\": -5.42, \"max\": 6.62, \"q1\": 0.29, \"median\": 0.37, \"q3\": 0.63}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 144, \"mean\": 0.554, \"std\": 1.019, \"min\": -0.19, \"max\": 5.96, \"q1\": 0.24, \"median\": 0.32, \"q3\": 0.82}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 432, \"mean\": 0.792, \"std\": 1.825, \"min\": -9.24, \"max\": 16.77, \"q1\": 0.15, \"median\": 0.4, \"q3\": 0.97}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 114, \"mean\": 0.183, \"std\": 1.981, \"min\": -3.2, \"max\": 12.26, \"q1\": 0.24, \"median\": 0.31, \"q3\": 0.97}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 870, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 219, \"mean\": 0.134, \"std\": 1.891, \"min\": -2.42, \"max\": 15.78, \"q1\": 0.12, \"median\": 0.47, \"q3\": 0.66}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 294, \"mean\": 0.353, \"std\": 2.387, \"min\": -3.01, \"max\": 11.48, \"q1\": 0.05, \"median\": 0.38, \"q3\": 0.84}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 489, \"mean\": 0.796, \"std\": 0.621, \"min\": -8.76, \"max\": 9.75, \"q1\": 0.05, \"median\": 0.5, \"q3\": 0.9}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 184, \"mean\": 0.594, \"std\": 0.509, \"min\": -0.93, \"max\": 19.46, \"q1\": 0.29, \"median\": 0.42, \"q3\": 0.71}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 168, \"mean\": 0.171, \"std\": 2.122, \"min\": -3.56, \"max\": 14.91, \"q1\": 0.18, \"median\": 0.33, \"q3\": 0.84}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 15, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 8, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 308, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 356, \"mean\": 0.362, \"std\": 0.741, \"min\": -7.94, \"max\": 13.31, \"q1\": 0.03, \"median\": 0.42, \"q3\": 0.73}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 305, \"mean\": 0.119, \"std\": 2.493, \"min\": -4.06, \"max\": 14.39, \"q1\": 0.17, \"median\": 0.47, \"q3\": 0.9}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 494, \"mean\": 0.477, \"std\": 2.122, \"min\": -5.17, \"max\": 2.17, \"q1\": 0.06, \"median\": 0.39, \"q3\": 0.74}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 160, \"mean\": 0.571, \"std\": 0.337, \"min\": -3.54, \"max\": 16.47, \"q1\": 0.02, \"median\": 0.48, \"q3\": 0.85}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 268, \"mean\": 0.215, \"std\": 1.56, \"min\": -9.07, \"max\": 12.11, \"q1\": 0.27, \"median\": 0.45, \"q3\": 0.93}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 4, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 398, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 150, \"mean\": 0.632, \"std\": 0.658, \"min\": -1.27, \"max\": 19.54, \"q1\": 0.27, \"median\": 0.3, \"q3\": 0.8}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 492, \"mean\": 0.343, \"std\": 2.213, \"min\": -0.03, \"max\": 16.61, \"q1\": 0.15, \"median\": 0.32, \"q3\": 0.69}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 417, \"mean\": 0.299, \"std\": 2.485, \"min\": -2.52, \"max\": 8.18, \"q1\": 0.08, \"median\": 0.49, \"q3\": 0.6}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 466, \"mean\": 0.364, \"std\": 1.218, \"min\": -5.76, \"max\": 2.77, \"q1\": 0.12, \"median\": 0.43, \"q3\": 0.73}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 442, \"mean\": 0.338, \"std\": 2.17, \"min\": -0.91, \"max\": 17.22, \"q1\": 0.03, \"median\": 0.31, \"q3\": 0.93}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 84, \"mean\": 0.176, \"std\": 1.21, \"min\": -3.13, \"max\": 11.31, \"q1\": 0.1, \"median\": 0.47, \"q3\": 0.59}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 636, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 453, \"mean\": 0.71, \"std\": 0.631, \"min\": -5.16, \"max\": 8.58, \"q1\": 0.16, \"median\": 0.42, \"q3\": 0.61}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 311, \"mean\": 0.528, \"std\": 1.504, \"min\": -7.12, \"max\": 11.51, \"q1\": 0.25, \"median\": 0.34, \"q3\": 0.75}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 474, \"mean\": 0.377, \"std\": 0.63, \"min\": -5.96, \"max\": 19.54, \"q1\": 0.02, \"median\": 0.37, \"q3\": 0.87}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 320, \"mean\": 0.482, \"std\": 0.586, \"min\": -2.81, \"max\": 12.54, \"q1\": 0.12, \"median\": 0.34, \"q3\": 0.79}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 206, \"mean\": 0.354, \"std\": 2.291, \"min\": -1.15, \"max\": 8.1, \"q1\": 0.13, \"median\": 0.44, \"q3\": 0.66}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 467, \"mean\": 0.289, \"std\": 2.443, \"min\": -4.95, \"max\": 17.49, \"q1\": 0.02, \"median\": 0.34, \"q3\": 0.74}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 899, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 355, \"mean\": 0.773, \"std\": 0.596, \"min\": -5.27, \"max\": 1.93, \"q1\": 0.05, \"median\": 0.43, \"q3\": 0.79}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 415, \"mean\": 0.672, \"std\": 1.1, \"min\": -4.97, \"max\": 5.96, \"q1\": 0.05, \"median\": 0.35, \"q3\": 0.56}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 254, \"mean\": 0.608, \"std\": 1.069, \"min\": -2.8, \"max\": 5.39, \"q1\": 0.19, \"median\": 0.33, \"q3\": 0.85}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 189, \"mean\": 0.636, \"std\": 1.667, \"min\": -2.44, \"max\": 4.96, \"q1\": 0.14, \"median\": 0.33, \"q3\": 0.95}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 326, \"mean\": 0.212, \"std\": 0.43, \"min\": -9.21, \"max\": 13.72, \"q1\": 0.06, \"median\": 0.32, \"q3\": 0.5}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 210, \"mean\": 0.206, \"std\": 2.186, \"min\": -4.27, \"max\": 19.68, \"q1\": 0.26, \"median\": 0.32, \"q3\": 0.81}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 914, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 459, \"mean\": 0.383, \"std\": 0.566, \"min\": -2.47, \"max\": 5.13, \"q1\": 0.11, \"median\": 0.48, \"q3\": 0.63}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 367, \"mean\": 0.188, \"std\": 0.736, \"min\": -3.46, \"max\": 16.21, \"q1\": 0.16, \"median\": 0.34, \"q3\": 0.56}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 247, \"mean\": 0.173, \"std\": 1.125, \"min\": -2.17, \"max\": 18.16, \"q1\": 0.19, \"median\": 0.35, \"q3\": 0.96}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 393, \"mean\": 0.381, \"std\": 1.415, \"min\": -4.07, \"max\": 4.68, \"q1\": 0.13, \"median\": 0.4, \"q3\": 0.99}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 489, \"mean\": 0.32, \"std\": 2.198, \"min\": -4.61, \"max\": 16.07, \"q1\": 0.19, \"median\": 0.33, \"q3\": 0.73}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 91, \"mean\": 0.287, \"std\": 1.831, \"min\": -8.87, \"max\": 7.32, \"q1\": 0.18, \"median\": 0.43, \"q3\": 0.73}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 467, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 170, \"mean\": 0.278, \"std\": 1.07, \"min\": -1.11, \"max\": 7.02, \"q1\": 0.27, \"median\": 0.32, \"q3\": 0.62}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 344, \"mean\": 0.788, \"std\": 2.221, \"min\": -3.76, \"max\": 14.43, \"q1\": 0.04, \"median\": 0.39, \"q3\": 0.89}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 308, \"mean\": 0.168, \"std\": 1.616, \"min\": -0.59, \"max\": 17.86, \"q1\": 0.07, \"median\": 0.43, \"q3\": 0.73}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 93, \"mean\": 0.582, \"std\": 1.617, \"min\": -0.49, \"max\": 3.87, \"q1\": 0.23, \"median\": 0.35, \"q3\": 0.6}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 228, \"mean\": 0.8, \"std\": 0.925, \"min\": -2.15, \"max\": 19.87, \"q1\": 0.11, \"median\": 0.5, \"q3\": 0.69}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 406, \"mean\": 0.612, \"std\": 0.962, \"min\": -1.46, \"max\": 17.19, \"q1\": 0.27, \"median\": 0.33, \"q3\": 0.59}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 297, \"mean\": 0.294, \"std\": 0.673, \"min\": -3.67, \"max\": 15.6, \"q1\": 0.28, \"median\": 0.31, \"q3\": 0.86}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 483, \"mean\": 0.569, \"std\": 1.223, \"min\": -8.49, \"max\": 7.66, \"q1\": 0.04, \"median\": 0.41, \"q3\": 0.81}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 780, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 436, \"mean\": 0.397, \"std\": 1.891, \"min\": -0.45, \"max\": 13.72, \"q1\": 0.3, \"median\": 0.39, \"q3\": 0.86}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 455, \"mean\": 0.553, \"std\": 0.893, \"min\": -4.3, \"max\": 8.78, \"q1\": 0.28, \"median\": 0.46, \"q3\": 0.6}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 369, \"mean\": 0.674, \"std\": 1.916, \"min\": -0.23, \"max\": 2.79, \"q1\": 0.12, \"median\": 0.32, \"q3\": 0.68}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 477, \"mean\": 0.277, \"std\": 1.723, \"min\": -7.62, \"max\": 18.48, \"q1\": 0.0, \"median\": 0.3, \"q3\": 0.86}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 267, \"mean\": 0.176, \"std\": 2.453, \"min\": -9.2, \"max\": 5.12, \"q1\": 0.04, \"median\": 0.4, \"q3\": 0.89}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 205, \"mean\": 0.472, \"std\": 2.444, \"min\": -0.72, \"max\": 7.38, \"q1\": 0.0, \"median\": 0.37, \"q3\": 0.97}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 16, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 739, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 259, \"mean\": 0.776, \"std\": 0.941, \"min\": -8.44, \"max\": 9.32, \"q1\": 0.11, \"median\": 0.42, \"q3\": 0.55}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 421, \"mean\": 0.364, \"std\": 0.619, \"min\": -4.47, \"max\": 5.67, \"q1\": 0.18, \"median\": 0.37, \"q3\": 0.71}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 336, \"mean\": 0.772, \"std\": 1.939, \"min\": -4.38, \"max\": 5.33, \"q1\": 0.02, \"median\": 0.46, \"q3\": 0.66}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 241, \"mean\": 0.752, \"std\": 2.144, \"min\": -2.11, \"max\": 8.52, \"q1\": 0.2, \"median\": 0.44, \"q3\": 0.66}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 228, \"mean\": 0.693, \"std\": 2.483, \"min\": -8.5, \"max\": 8.54, \"q1\": 0.21, \"median\": 0.47, \"q3\": 0.51}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 12, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 416, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 142, \"mean\": 0.729, \"std\": 1.713, \"min\": -0.67, \"max\": 15.7, \"q1\": 0.21, \"median\": 0.47, \"q3\": 0.81}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 160, \"mean\": 0.626, \"std\": 0.771, \"min\": -9.14, \"max\": 16.47, \"q1\": 0.11, \"median\": 0.5, \"q3\": 0.93}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 457, \"mean\": 0.187, \"std\": 2.085, \"min\": -5.5, \"max\": 8.74, \"q1\": 0.23, \"median\": 0.48, \"q3\": 0.85}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 341, \"mean\": 0.121, \"std\": 1.262, \"min\": -9.05, \"max\": 13.37, \"q1\": 0.15, \"median\": 0.45, \"q3\": 0.85}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 360, \"mean\": 0.164, \"std\": 1.659, \"min\": -7.41, \"max\": 11.34, \"q1\": 0.22, \"median\": 0.4, \"q3\": 0.59}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 378, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 447, \"mean\": 0.555, \"std\": 1.101, \"min\": -4.02, \"max\": 4.55, \"q1\": 0.21, \"median\": 0.36, \"q3\": 0.68}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 248, \"mean\": 0.188, \"std\": 2.295, \"min\": -8.3, \"max\": 8.02, \"q1\": 0.3, \"median\": 0.32, \"q3\": 0.83}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 232, \"mean\": 0.263, \"std\": 2.368, \"min\": -4.14, \"max\": 6.57, \"q1\": 0.28, \"median\": 0.49, \"q3\": 0.9}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 482, \"mean\": 0.639, \"std\": 1.516, \"min\": -5.55, \"max\": 6.21, \"q1\": 0.05, \"median\": 0.38, \"q3\": 0.63}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 153, \"mean\": 0.395, \"std\": 2.117, \"min\": -1.4, \"max\": 2.3, \"q1\": 0.29, \"median\": 0.33, \"q3\": 0.98}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 386, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 338, \"mean\": 0.645, \"std\": 1.282, \"min\": -7.27, \"max\": 6.66, \"q1\": 0.05, \"median\": 0.45, \"q3\": 1.0}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 190, \"mean\": 0.185, \"std\": 1.785, \"min\": -9.42, \"max\": 8.96, \"q1\": 0.19, \"median\": 0.33, \"q3\": 0.81}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 425, \"mean\": 0.428, \"std\": 0.382, \"min\": -8.39, \"max\": 6.11, \"q1\": 0.25, \"median\": 0.4, \"q3\": 0.83}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 122, \"mean\": 0.574, \"std\": 0.316, \"min\": -6.22, \"max\": 16.09, \"q1\": 0.04, \"median\": 0.47, \"q3\": 0.97}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 385, \"mean\": 0.312, \"std\": 0.905, \"min\": -2.74, \"max\": 15.69, \"q1\": 0.01, \"median\": 0.42, \"q3\": 0.55}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 822, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 126, \"mean\": 0.152, \"std\": 0.823, \"min\": -9.72, \"max\": 12.23, \"q1\": 0.28, \"median\": 0.37, \"q3\": 0.62}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 423, \"mean\": 0.311, \"std\": 2.139, \"min\": -0.55, \"max\": 19.04, \"q1\": 0.13, \"median\": 0.42, \"q3\": 0.73}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 149, \"mean\": 0.507, \"std\": 1.834, \"min\": -3.72, \"max\": 2.29, \"q1\": 0.1, \"median\": 0.43, \"q3\": 0.76}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 445, \"mean\": 0.224, \"std\": 1.376, \"min\": -0.74, \"max\": 15.06, \"q1\": 0.1, \"median\": 0.45, \"q3\": 0.92}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 208, \"mean\": 0.508, \"std\": 1.593, \"min\": -1.61, \"max\": 15.56, \"q1\": 0.29, \"median\": 0.35, \"q3\": 0.77}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 4, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 879, \"columns\": 9}, \"column_summaries\": {\"Gross_Margin\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 181, \"mean\": 0.1, \"std\": 2.238, \"min\": -0.25, \"max\": 7.36, \"q1\": 0.15, \"median\": 0.43, \"q3\": 0.87}, \"Operating_Costs\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 472, \"mean\": 0.693, \"std\": 1.335, \"min\": -1.92, \"max\": 0.78, \"q1\": 0.02, \"median\": 0.39, \"q3\": 0.66}, \"Revenue\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 141, \"mean\": 0.131, \"std\": 1.735, \"min\": -3.28, \"max\": 15.7, \"q1\": 0.14, \"median\": 0.47, \"q3\": 0.87}, \"Tax_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 121, \"mean\": 0.26, \"std\": 2.379, \"min\": -5.37, \"max\": 14.8, \"q1\": 0.09, \"median\": 0.44, \"q3\": 0.96}, \"Employee_Count\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 469, \"mean\": 0.554, \"std\": 2.317, \"min\": -1.99, \"max\": 4.49, \"q1\": 0.24, \"median\": 0.33, \"q3\": 0.55}, \"Interest_Expense\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 363, \"mean\": 0.552, \"std\": 0.804, \"min\": -0.67, \"max\": 17.66, \"q1\": 0.27, \"median\": 0.44, \"q3\": 0.82}, \"Sector\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 7, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Quarter\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 5, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}}}##\n#User Prompt:\nşirketin net kârını etkileyen metrikler neler"
},
{
"role": "assistant",
"content": "{\"target\": [\"Net_Profit\"], \"numeric\": [\"Gross_Margin\", \"Operating_Costs\", \"Revenue\", \"Tax_Expense\", \"Employee_Count\", \"Interest_Expense\"], \"categorical\": [\"Sector\", \"Quarter\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 931, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 385, \"mean\": 0.477, \"std\": 1.94, \"min\": -3.76, \"max\": 7.26, \"q1\": 0.04, \"median\": 0.41, \"q3\": 0.75}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 211, \"mean\": 0.574, \"std\": 1.851, \"min\": -6.84, \"max\": 18.82, \"q1\": 0.24, \"median\": 0.32, \"q3\": 0.91}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 475, \"mean\": 0.682, \"std\": 2.383, \"min\": -2.4, \"max\": 1.49, \"q1\": 0.08, \"median\": 0.44, \"q3\": 0.52}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 240, \"mean\": 0.4, \"std\": 1.817, \"min\": -6.77, \"max\": 4.22, \"q1\": 0.03, \"median\": 0.45, \"q3\": 0.98}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 149, \"mean\": 0.121, \"std\": 0.376, \"min\": -8.29, \"max\": 13.39, \"q1\": 0.26, \"median\": 0.33, \"q3\": 0.88}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 953, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 335, \"mean\": 0.233, \"std\": 1.642, \"min\": -2.64, \"max\": 12.09, \"q1\": 0.1, \"median\": 0.44, \"q3\": 0.83}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 166, \"mean\": 0.571, \"std\": 1.802, \"min\": -4.17, \"max\": 16.73, \"q1\": 0.24, \"median\": 0.45, \"q3\": 0.79}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 187, \"mean\": 0.471, \"std\": 1.293, \"min\": -4.3, \"max\": 10.2, \"q1\": 0.07, \"median\": 0.38, \"q3\": 0.81}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 475, \"mean\": 0.186, \"std\": 0.788, \"min\": -4.35, \"max\": 17.21, \"q1\": 0.1, \"median\": 0.38, \"q3\": 0.7}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 276, \"mean\": 0.287, \"std\": 1.822, \"min\": -6.32, \"max\": 15.0, \"q1\": 0.23, \"median\": 0.46, \"q3\": 0.72}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 6, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 920, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 476, \"mean\": 0.314, \"std\": 1.239, \"min\": -2.6, \"max\": 2.05, \"q1\": 0.13, \"median\": 0.35, \"q3\": 0.65}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 453, \"mean\": 0.231, \"std\": 1.526, \"min\": -2.14, \"max\": 0.97, \"q1\": 0.03, \"median\": 0.34, \"q3\": 0.69}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 297, \"mean\": 0.721, \"std\": 1.473, \"min\": -5.05, \"max\": 13.8, \"q1\": 0.05, \"median\": 0.41, \"q3\": 0.88}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 140, \"mean\": 0.401, \"std\": 0.59, \"min\": -6.21, \"max\": 9.11, \"q1\": 0.08, \"median\": 0.4, \"q3\": 0.75}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 87, \"mean\": 0.517, \"std\": 2.24, \"min\": -9.37, \"max\": 2.42, \"q1\": 0.22, \"median\": 0.31, \"q3\": 0.56}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 9, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 664, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 365, \"mean\": 0.284, \"std\": 0.439, \"min\": -6.31, \"max\": 11.79, \"q1\": 0.28, \"median\": 0.32, \"q3\": 0.65}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 331, \"mean\": 0.66, \"std\": 1.472, \"min\": -0.7, \"max\": 0.75, \"q1\": 0.06, \"median\": 0.48, \"q3\": 0.54}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 404, \"mean\": 0.21, \"std\": 2.262, \"min\": -3.22, \"max\": 16.47, \"q1\": 0.19, \"median\": 0.31, \"q3\": 0.54}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 182, \"mean\": 0.185, \"std\": 1.99, \"min\": -6.2, \"max\": 3.95, \"q1\": 0.0, \"median\": 0.4, \"q3\": 0.62}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 438, \"mean\": 0.629, \"std\": 1.232, \"min\": -0.71, \"max\": 19.21, \"q1\": 0.12, \"median\": 0.49, \"q3\": 0.73}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 104, \"mean\": 0.145, \"std\": 1.179, \"min\": -2.94, \"max\": 7.86, \"q1\": 0.13, \"median\": 0.46, \"q3\": 0.85}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 144, \"mean\": 0.526, \"std\": 1.222, \"min\": -3.53, \"max\": 2.11, \"q1\": 0.23, \"median\": 0.31, \"q3\": 0.69}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 251, \"mean\": 0.254, \"std\": 2.263, \"min\": -7.96, \"max\": 11.59, \"q1\": 0.26, \"median\": 0.41, \"q3\": 1.0}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 19, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"MLP\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 418, \"columns\": 8}, \"column_summaries\": {\"Marketing_Spend\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 346, \"mean\": 0.766, \"std\": 0.974, \"min\": -0.44, \"max\": 12.52, \"q1\": 0.08, \"median\": 0.43, \"q3\": 0.5}, \"Churn_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 105, \"mean\": 0.162, \"std\": 1.577, \"min\": -6.81, \"max\": 14.18, \"q1\": 0.16, \"median\": 0.45, \"q3\": 0.73}, \"App_Downtime\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 338, \"mean\": 0.428, \"std\": 0.774, \"min\": -8.94, \"max\": 12.8, \"q1\": 0.13, \"median\": 0.32, \"q3\": 0.55}, \"Satisfaction_Score\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 246, \"mean\": 0.615, \"std\": 2.142, \"min\": -9.76, \"max\": 8.93, \"q1\": 0.11, \"median\": 0.46, \"q3\": 0.63}, \"Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 161, \"mean\": 0.373, \"std\": 2.485, \"min\": -6.32, \"max\": 3.84, \"q1\": 0.21, \"median\": 0.47, \"q3\": 0.56}, \"Region\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 20, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nneden bu yıl müşteri sayım düştü"
},
{
"role": "assistant",
"content": "{\"target\": [\"Customer_Count\"], \"numeric\": [\"Marketing_Spend\", \"Churn_Rate\", \"App_Downtime\", \"Satisfaction_Score\", \"Price_Index\"], \"categorical\": [\"Region\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 953, \"columns\": 11}, \"column_summaries\": {\"Consumer_Confidence\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 103, \"mean\": 0.568, \"std\": 1.527, \"min\": -7.53, \"max\": 5.07, \"q1\": 0.12, \"median\": 0.42, \"q3\": 0.76}, \"Consumer_Sentiment\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 190, \"mean\": 0.401, \"std\": 0.728, \"min\": -8.42, \"max\": 18.97, \"q1\": 0.22, \"median\": 0.44, \"q3\": 0.91}, \"Unemployment_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 444, \"mean\": 0.47, \"std\": 1.841, \"min\": -5.78, \"max\": 14.05, \"q1\": 0.09, \"median\": 0.38, \"q3\": 0.53}, \"Money_Supply_(M2)\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 363, \"mean\": 0.327, \"std\": 0.693, \"min\": -7.07, \"max\": 11.4, \"q1\": 0.06, \"median\": 0.32, \"q3\": 0.52}, \"Personal_Income\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 378, \"mean\": 0.63, \"std\": 2.402, \"min\": -4.76, \"max\": 2.54, \"q1\": 0.14, \"median\": 0.33, \"q3\": 0.95}, \"Building_Permits\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 376, \"mean\": 0.61, \"std\": 2.479, \"min\": -4.56, \"max\": 8.85, \"q1\": 0.27, \"median\": 0.31, \"q3\": 0.8}, \"Federal_Funds_Effective_Rate\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 122, \"mean\": 0.274, \"std\": 2.165, \"min\": -5.42, \"max\": 11.64, \"q1\": 0.03, \"median\": 0.45, \"q3\": 0.84}, \"National_Home_Price_Index\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 436, \"mean\": 0.189, \"std\": 1.293, \"min\": -8.71, \"max\": 14.19, \"q1\": 0.0, \"median\": 0.33, \"q3\": 0.82}, \"Year\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 3, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"Month\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}}}##\n#User Prompt:\nperakende satışları etkileyen faktörler nelerdir"
},
{
"role": "assistant",
"content": "{\"target\": [\"Retail_Sales\"], \"numeric\": [\"Consumer_Confidence\", \"Consumer_Sentiment\", \"Unemployment_Rate\", \"Money_Supply_(M2)\", \"Personal_Income\", \"Building_Permits\", \"Federal_Funds_Effective_Rate\", \"National_Home_Price_Index\"], \"categorical\": [\"Year\", \"Month\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 701, \"columns\": 8}, \"column_summaries\": {\"Raw_Material_Price\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 134, \"mean\": 0.441, \"std\": 1.343, \"min\": -3.94, \"max\": 13.0, \"q1\": 0.03, \"median\": 0.49, \"q3\": 0.63}, \"Labor_Cost\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 365, \"mean\": 0.638, \"std\": 1.576, \"min\": -8.68, \"max\": 10.93, \"q1\": 0.03, \"median\": 0.33, \"q3\": 0.82}, \"Energy_Consumption\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 264, \"mean\": 0.798, \"std\": 0.452, \"min\": -7.43, \"max\": 15.48, \"q1\": 0.08, \"median\": 0.38, \"q3\": 0.97}, \"Waste_Percentage\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 495, \"mean\": 0.495, \"std\": 0.994, \"min\": -4.66, \"max\": 12.16, \"q1\": 0.09, \"median\": 0.45, \"q3\": 0.93}, \"Downtime_Hours\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 424, \"mean\": 0.685, \"std\": 0.73, \"min\": -1.96, \"max\": 13.89, \"q1\": 0.12, \"median\": 0.47, \"q3\": 0.94}, \"Factory_ID\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 11, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\"]}, \"Shift\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 13, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}}}##\n#User Prompt:\nüretim maliyetini hangi faktörler artırıyor"
},
{
"role": "assistant",
"content": "{\"target\": [\"Production_Cost\"], \"numeric\": [\"Raw_Material_Price\", \"Labor_Cost\", \"Energy_Consumption\", \"Waste_Percentage\", \"Downtime_Hours\"], \"categorical\": [\"Factory_ID\", \"Shift\"], \"model\": \"XGBoost\"}"
}
] |
[
{
"role": "user",
"content": "##{\"shape\": {\"rows\": 306, \"columns\": 8}, \"column_summaries\": {\"Session_Length\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 237, \"mean\": 0.117, \"std\": 0.679, \"min\": -8.7, \"max\": 12.42, \"q1\": 0.1, \"median\": 0.3, \"q3\": 0.63}, \"Page_Views\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 125, \"mean\": 0.515, \"std\": 1.969, \"min\": -4.59, \"max\": 0.69, \"q1\": 0.13, \"median\": 0.48, \"q3\": 0.66}, \"Notification_Clicks\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 272, \"mean\": 0.521, \"std\": 0.502, \"min\": -7.07, \"max\": 15.06, \"q1\": 0.25, \"median\": 0.47, \"q3\": 0.71}, \"App_Crashes\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 85, \"mean\": 0.554, \"std\": 1.181, \"min\": -4.26, \"max\": 13.15, \"q1\": 0.19, \"median\": 0.41, \"q3\": 0.62}, \"In_App_Purchases\": {\"dtype\": \"float64\", \"missing_ratio\": 0.0, \"n_unique\": 474, \"mean\": 0.658, \"std\": 1.889, \"min\": -9.97, \"max\": 18.31, \"q1\": 0.12, \"median\": 0.44, \"q3\": 0.69}, \"App_Version\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 14, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\"]}, \"User_Segment\": {\"dtype\": \"object\", \"missing_ratio\": 0.0, \"n_unique\": 4, \"sample_values\": [\"Category_0\", \"Category_1\", \"Category_2\", \"Category_3\", \"Category_4\", \"Category_5\"]}}}##\n#User Prompt:\nkullanıcı bağlılığını etkileyen en önemli değişkenler nedir"
},
{
"role": "assistant",
"content": "{\"target\": [\"User_Retention\"], \"numeric\": [\"Session_Length\", \"Page_Views\", \"Notification_Clicks\", \"App_Crashes\", \"In_App_Purchases\"], \"categorical\": [\"App_Version\", \"User_Segment\"], \"model\": \"XGBoost\"}"
}
] |
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